{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 3: Your First GAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from keras.datasets import mnist\n",
    "from keras.layers import Dense, Flatten, Reshape\n",
    "from keras.layers.advanced_activations import LeakyReLU\n",
    "from keras.models import Sequential\n",
    "from keras.optimizers import Adam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img_rows = 28\n",
    "img_cols = 28\n",
    "channels = 1\n",
    "\n",
    "# Input image dimensions\n",
    "img_shape = (img_rows, img_cols, channels)\n",
    "\n",
    "# Size of the noise vector, used as input to the Generator\n",
    "z_dim = 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_generator(img_shape, z_dim):\n",
    "\n",
    "    model = Sequential()\n",
    "\n",
    "    # Fully connected layer\n",
    "    model.add(Dense(128, input_dim=z_dim))\n",
    "\n",
    "    # Leaky ReLU activation\n",
    "    model.add(LeakyReLU(alpha=0.01))\n",
    "\n",
    "    # Output layer with tanh activation\n",
    "    model.add(Dense(28 * 28 * 1, activation='tanh'))\n",
    "\n",
    "    # Reshape the Generator output to image dimensions\n",
    "    model.add(Reshape(img_shape))\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_discriminator(img_shape):\n",
    "\n",
    "    model = Sequential()\n",
    "\n",
    "    # Flatten the input image\n",
    "    model.add(Flatten(input_shape=img_shape))\n",
    "\n",
    "    # Fully connected layer\n",
    "    model.add(Dense(128))\n",
    "\n",
    "    # Leaky ReLU activation\n",
    "    model.add(LeakyReLU(alpha=0.01))\n",
    "\n",
    "    # Output layer with sigmoid activation\n",
    "    model.add(Dense(1, activation='sigmoid'))\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_gan(generator, discriminator):\n",
    "\n",
    "    model = Sequential()\n",
    "\n",
    "    # Combined Generator -> Discriminator model\n",
    "    model.add(generator)\n",
    "    model.add(discriminator)\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Build and compile the Discriminator\n",
    "discriminator = build_discriminator(img_shape)\n",
    "discriminator.compile(loss='binary_crossentropy',\n",
    "                      optimizer=Adam(),\n",
    "                      metrics=['accuracy'])\n",
    "\n",
    "# Build the Generator\n",
    "generator = build_generator(img_shape, z_dim)\n",
    "\n",
    "# Keep Discriminator’s parameters constant for Generator training\n",
    "discriminator.trainable = False\n",
    "\n",
    "# Build and compile GAN model with fixed Discriminator to train the Generator\n",
    "gan = build_gan(generator, discriminator)\n",
    "gan.compile(loss='binary_crossentropy', optimizer=Adam())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "losses = []\n",
    "accuracies = []\n",
    "iteration_checkpoints = []\n",
    "\n",
    "\n",
    "def train(iterations, batch_size, sample_interval):\n",
    "\n",
    "    # Load the MNIST dataset\n",
    "    (X_train, _), (_, _) = mnist.load_data()\n",
    "\n",
    "    # Rescale [0, 255] grayscale pixel values to [-1, 1]\n",
    "    X_train = X_train / 127.5 - 1.0\n",
    "    X_train = np.expand_dims(X_train, axis=3)\n",
    "\n",
    "    # Labels for real images: all ones\n",
    "    real = np.ones((batch_size, 1))\n",
    "\n",
    "    # Labels for fake images: all zeros\n",
    "    fake = np.zeros((batch_size, 1))\n",
    "\n",
    "    for iteration in range(iterations):\n",
    "\n",
    "        # -------------------------\n",
    "        #  Train the Discriminator\n",
    "        # -------------------------\n",
    "\n",
    "        # Get a random batch of real images\n",
    "        idx = np.random.randint(0, X_train.shape[0], batch_size)\n",
    "        imgs = X_train[idx]\n",
    "\n",
    "        # Generate a batch of fake images\n",
    "        z = np.random.normal(0, 1, (batch_size, 100))\n",
    "        gen_imgs = generator.predict(z)\n",
    "\n",
    "        # Train Discriminator\n",
    "        d_loss_real = discriminator.train_on_batch(imgs, real)\n",
    "        d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n",
    "        d_loss, accuracy = 0.5 * np.add(d_loss_real, d_loss_fake)\n",
    "\n",
    "        # ---------------------\n",
    "        #  Train the Generator\n",
    "        # ---------------------\n",
    "\n",
    "        # Generate a batch of fake images\n",
    "        z = np.random.normal(0, 1, (batch_size, 100))\n",
    "        gen_imgs = generator.predict(z)\n",
    "\n",
    "        # Train Generator\n",
    "        g_loss = gan.train_on_batch(z, real)\n",
    "\n",
    "        if (iteration + 1) % sample_interval == 0:\n",
    "\n",
    "            # Save losses and accuracies so they can be plotted after training\n",
    "            losses.append((d_loss, g_loss))\n",
    "            accuracies.append(100.0 * accuracy)\n",
    "            iteration_checkpoints.append(iteration + 1)\n",
    "\n",
    "            # Output training progress\n",
    "            print(\"%d [D loss: %f, acc.: %.2f%%] [G loss: %f]\" %\n",
    "                  (iteration + 1, d_loss, 100.0 * accuracy, g_loss))\n",
    "\n",
    "            # Output a sample of generated image\n",
    "            sample_images(generator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def sample_images(generator, image_grid_rows=4, image_grid_columns=4):\n",
    "\n",
    "    # Sample random noise\n",
    "    z = np.random.normal(0, 1, (image_grid_rows * image_grid_columns, z_dim))\n",
    "\n",
    "    # Generate images from random noise\n",
    "    gen_imgs = generator.predict(z)\n",
    "\n",
    "    # Rescale image pixel values to [0, 1]\n",
    "    gen_imgs = 0.5 * gen_imgs + 0.5\n",
    "\n",
    "    # Set image grid\n",
    "    fig, axs = plt.subplots(image_grid_rows,\n",
    "                            image_grid_columns,\n",
    "                            figsize=(4, 4),\n",
    "                            sharey=True,\n",
    "                            sharex=True)\n",
    "\n",
    "    cnt = 0\n",
    "    for i in range(image_grid_rows):\n",
    "        for j in range(image_grid_columns):\n",
    "            # Output a grid of images\n",
    "            axs[i, j].imshow(gen_imgs[cnt, :, :, 0], cmap='gray')\n",
    "            axs[i, j].axis('off')\n",
    "            cnt += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train the GAN and Inspect Output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the `'Discrepancy between trainable weights and collected trainable'` warning from Keras is expected. It is by design: The Generator's trainable parameters are intentionally held constant during Discriminator training, and vice versa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/keras/engine/training.py:490: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?\n",
      "  'Discrepancy between trainable weights and collected trainable'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000 [D loss: 0.079624, acc.: 98.05%] [G loss: 5.473911]\n",
      "2000 [D loss: 0.051949, acc.: 98.83%] [G loss: 4.657489]\n",
      "3000 [D loss: 0.136962, acc.: 94.53%] [G loss: 4.263645]\n",
      "4000 [D loss: 0.111852, acc.: 95.70%] [G loss: 4.911368]\n",
      "5000 [D loss: 0.212904, acc.: 91.80%] [G loss: 4.432818]\n",
      "6000 [D loss: 0.203778, acc.: 92.58%] [G loss: 5.181444]\n",
      "7000 [D loss: 0.232397, acc.: 89.84%] [G loss: 3.960130]\n",
      "8000 [D loss: 0.369681, acc.: 86.33%] [G loss: 3.746047]\n",
      "9000 [D loss: 0.327208, acc.: 86.72%] [G loss: 3.814270]\n",
      "10000 [D loss: 0.314197, acc.: 87.89%] [G loss: 2.936252]\n",
      "11000 [D loss: 0.252466, acc.: 89.45%] [G loss: 3.949617]\n",
      "12000 [D loss: 0.373651, acc.: 85.55%] [G loss: 4.224548]\n",
      "13000 [D loss: 0.406469, acc.: 81.25%] [G loss: 2.590958]\n",
      "14000 [D loss: 0.329677, acc.: 86.33%] [G loss: 3.238721]\n",
      "15000 [D loss: 0.460831, acc.: 80.47%] [G loss: 2.614445]\n",
      "16000 [D loss: 0.358430, acc.: 85.94%] [G loss: 3.780541]\n",
      "17000 [D loss: 0.207434, acc.: 91.80%] [G loss: 3.464233]\n",
      "18000 [D loss: 0.270953, acc.: 89.06%] [G loss: 3.320589]\n",
      "19000 [D loss: 0.357496, acc.: 88.28%] [G loss: 3.313025]\n",
      "20000 [D loss: 0.366871, acc.: 82.81%] [G loss: 2.974126]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wdOlSq+4kpv3CCy+0PAuFnqtkeiKRMB5JmkcikWhRS2hLR622QvdCgXNuwJyeW01Njc2nNYFgbRrf58VMiEIvxqGHHmouM6nKDz/8cHtdJgOtackuNV73WWp5Q0ODxeXL519fX2+ReTIrlKvw7LPPmrqv8l7N1wJCYlXf7bPPPvbCK2Jx3rx5LbZpLyoqsg23LYlKWuhuVWptrJpnUVGRjUkxEzommUza5uj2VhCZpu/23HNPIIjR0Li1IdXU1GRtcnHRkl1lJujZ1tbW2lhuuukmIChO89RTTwHtW5DFmwkeHh5543NjJgiSPGpbffvtt5sUkgrcXZBMJjMyCyGU5P379zdpdfDBBwNB9yRJbLUoV8HTW265xVpwuec64ogjgDBARzkNd911l6XCKk8gmUxmZfZpDA0NDeaezBdxjVSl7kpTqa+vt8/URn3FihVWwOOHP/whEKZl19bWmjalCtEDBw7k3HPPBUJzS7kYxcXFdk8VuFRUVNSii7OhocHWUFdB6n+fPn2sErS0xJKSEiMOOxteM/Dw8AA+h5qBpIzCkVesWGFlxUW2ua6uKFoikHL1SygUblNRSaFoI9VUKmWuM9nBDQ0NJv0VQizX5BVXXJExBwgyIHUttXqXq2r06NHWn1AZfi+//LJxLXHx7+oxUSiKi4tNYmts4kbc70T+uS7Riy66CMC6IpWXlxsZKg5ozZo1VtxERKJ6UBYVFZlG4JKzTp5FxljT6XSHuJ1bgxUrVljAlDS7+fPnd1kp925NIMYVq9BiU4z6hAkTbPHkir13/21tPcRCibW//OUvtlFF4/KTySRf/epXAbjzzjuBoPmL1OsddtgBCFXfiy66yP6WWZFIJOzlEDOt9N++fftaurReRjfyT9C9dXsNFJqb4FZJis4zkUhYTIOuvcMOO9hnSrRSjsWAAQPsOFX/Oeyww+xF16YtL095ebkJgTgBkCuBqqvjDPK4JtA+adeeQPTw8MgbXaYZtCShXMgvvWHDBtsdRXIpm69Pnz7mnpKG0B7NNVsooVWwa1HFRtQX4Nprr9UxNqe///3vQBiNB2ETWUnOpUuXmiqttO3jjz/eIhSl/stttXbt2qzYjHQ6bRqVVFG3VbzmWl1dXXDWoq6h68eljEsV3rBhg2kGMmFk5hx66KGW1ivp77rg8kV0fel6dXV1Ns/OasneHeA1Aw8Pj7zR5ZxBlGAr4FxAvD3VUkXeKFoqVtoSWhOzL8hFKA6hvLw8q/QYhD0BVaxEjVLdfo/KxairqzNtSJJTLjv1VITMUmvRzklxfEyhnIF7Tl1LZKGrAbnPTEFH0vRUDVrEI4SEYFyxkrhnJ/eciNmNobtzBu0Jrxl4eHjkjS7XDNoD0Vz6jkJrKh211PEoThPaWPkw8QIqjFpZWZkhSaOIuksTiUSLQUeRcXRIpaN8Ic1HvMPGNL18qypF4TWDTPxXbAYd3dteyHfxpFIpG4heOhFrWui1tbUWdadcCpckE3GoCMbGxkZ7kQcPHgwETUZkZmlDdGMtdF+kbldXV7d4ryLNSgvaDEpLS7OSahT1uHz5csu3iPOfR1O7XfenxtrY2Jg1T13PHbcb859jzAXP053r5xXeTPDw8MgbnaoZeHh4dF94zcDDwwPwm4GHh0cz/Gbg4eEB+M3Aw8OjGX4z8PDwAPxm4OHh0Qy/GXh4eAB+M/Dw8GhGp5Y9U0jnxmLqOwtuaG6usme9evUCYNWqVW2O2d8YWpvF2Z4oNOzaDVyLy32IZkqm02mrL6DwabcClH4b1yFax8VlNLqh3kJchSn9nW/r+ebzpCGoyaD+DB2FQrNpldGqgrNx+FzkJmjxK5ZdZbuajwcyF5t6B7hx7opJ14ucq/zVgAED+Oijj1o8f66iK+2RwNMVKDR3o9Dybu653QIz+jyaM+C+kNGkJHe87rjjNojoudR7YeXKlbZZRMuxNTY2ug1nWpWbsNNOOwHxfQ0KfZFjrpP1nHT/hg0bZkV9okV+NoZuvRmoIKZ22biy28rp/89//pNV+lq74IcffpixMCD3g9hYR532qJlX6GbQlqzLjkjSKnQzcO+pnqsyKxsaGuw7JSzV1dXZ99GmK6lUyjZ193lKc4vOs7Gx0a3DQHQ80Xvbnk1Ucq03Nb9xy5639VltbO2qMlic1u0TlTw8PPJGl5RKHzBggJUAjyKdTpu2oJp5cVClHLcCUC6NIE76xu3Unakp5aMRHH300UDQWzBqwmy22WZWQXjs2LEdNMqW4Y7HqZ8IZPZclJRUuzQXUU1vyZIl9mzdFmlXXXUVAN/85jeBzK7FUUmYSqXMPIiaF+1Z8yJuvUnTiWuEorkOGDAAIOMdcE2pljSIja3NtvJwXjPw8PAAOlkz2GWXXQB44YUX7DPZgl//+teBoPdBLo1AUM28OMTZVpIIbo1/MdqyX124UlvcRVsQt9vnI6X+9a9/AUF9P41TlZNXrlxpEtOtJC0UquVEWf+NwW10qr9FCEpCrl69OktKJpPJLK1IDWGLioqMCFTl5H79+tl90DwllYuLizO0BAgkZEv2fDKZNBK6tYg+S3W7vvTSS2PrNUYRpxXHFWuJIt/anq093msGHh4eQBd6EyRJZB9K2pWXl2e1y8pnt90Y4vz3bj3CXPdB1y8uLm61N6FQJln1DtV1acyYMdakVJWP58+fz9lnn21zgNBmr62ttb4DhaItrkVJXUn6srIyG1NcyzM9Y7XLW7RoEfvssw+A/ZtKpUwTfOutt4DQFfmFL3yBv/71rxnjqq2tzeIKWqg52SZvgjRYcVyuVC/U9ZfrvHGeCVezyuXVcO75RufaJQRiIpEw9442AQ1aCwfI6N/X0ks0YsQIPvjgAyDTt62X/6yzzgLCfobLli0z0tGphWeL5qijjgICwg6CxarfqmZha5DvJqDOyVq8d9xxBxBsZjfffDOA9VA85ZRTLN5C45eqnKveYUdAi1MbkDbaDRs2ZMUNpFIpIwxFej377LMATJo0iW9961tASCrec889plq/8cYbQNBLEoLYguHDhwNhefaioqIM12YU2oDaiqh56d5nbQKbbbaZNfnJ9Txk/uy3337cddddQDh29ZxcsGBB1obqBmnFCbxCTD9vJnh4eABdaCYUKrWiFXOfeeYZIFCjL7zwQiDcjffZZx+LMtx9990BePfddwE45phjOPnkk4GwscmgQYNMwq5ZswYgI1y2tVWD84WuVVtbG9twBAJJq6asMq3ee++9rHO1NQKu+ZoFmwnRwB/BJWw1/oaGBpNsqgKt3w0aNIgjjjgCCBvC3H333Tz00ENAqHHsscceQNCcVSaVqxkohNzt/Nw8t4KbxTTPzxrjuBplS8glpeN+JxNgyJAh9pnG/OabbwKBqagu267LWX+3NWDOawYeHh5AF2kGrp2TCy5Jop1WXIPsfjeAabvttgMCaaAgjrlz5wKw4447AgFHIYJG0mPixIk8/vjjQGgHSlq7ZFdH5ya4riDZtZqvJCKQFVDjQvcpnU67Ldbzun6hErOoqMjmGXVhuVJKYxJ69Ohh9/nAAw8EAhckwPDhw418+/e//w0EOQDij+SCE6+wYcOGrGCmpUuXsmzZMru+O77IWuqwvgluboTu//nnnw/Aueeea8f96le/AuA3v/lNxu8gvCfSfCoqKjjjjDMArDntW2+9ZcfJZS+tadWqVQU90y4hEF1E++NVVFQYU6wHeM011zB58mQgVOP1u3Q6bcSaVKy99tqLn/zkJ0AYvyAkk0l+/OMfAyFpM2PGDMaNGweED0ObgUtGdTRcFVamgKLV5syZY2NT/P/q1aszzAjI3ECjm0CumP18N2gXcX0ao5t2cXFxRowHBKShxqv7rAjKjz/+mCeffBIIE4+qq6ttExCpKLMvnU5bHIhMid69e1vCm+6VNpNUKmVrqCOg++B4oOxl1iYgU2716tX2TN0NU4JO53rggQfsd4q3kEns5lrssMMOALz44osAXHzxxdx55515j92bCR4eHkA3SGEWXF+qdkR1JJ4/f74RLHK1ySSYOHGi7a7r1q0DAg3ha1/7GgCXXHIJEO7GM2bMYODAgQBsu+22dv1cpFChamVrzQRXckfzEBKJhI1DKqWrbko6yvUWydsHMk2HXGhNT8kocem6E6PaS3l5uX0mgleSdPny5eZu1pqQpIMw81HxDGPHjjU34yOPPAIEpoPug0wq3QN3PK0hEPM4Luv/GrNcjELPnj1NwxGRCvCzn/0MwKJL3ZyDaMxBXJRhCzk3nkD08PDID53KGbiZWbIHZQ9NmDABCCLWZAPNnz8fCPIQJHnkRlG2Xm1tbVajzYqKCstuk8SR9rBgwQKTqG7VnGiUo7u7tqXqkMYtGz2ukpKQTqeziEONw7UNxZEMHDjQziv3k65XVFRkf3cU5+EWlREpq3uq4LG6ujobozSDkpISax6rxrIi/Pr162c2vaINZfe7c9l8880BOPLII+38ClxatGhRVpdp1zXdmsxFtxKWiGcRd0JcFaR0Om0agQr4SPO5/PLLTUsVB/Dyyy+bNhsHN0tX5y9kjeWC1ww8PDyATtYMXAmusNVJkyZlHSdpqAy4Pn362K6n4KDjjjuuxes8++yztnsLkgalpaXmgpE0KykpyQrrlYTO1d47H0hC5SrF5ubtR6v8aNy1tbUmiRctWgQEElP3SCHKI0aMsOupLJds1g0bNmSEe7cV7r0RXxPlKYqLi+1ZSAqWlpaaVFUOg/5dunRpbH1Efbb33nsD4fPffPPNjWHX89xhhx2yQs4LzciMwpW2UY1AGDJkiHEZs2bNAgJ+RNqMtB95saZPn27azwUXXAAEgVbyPkQ1uvPPPz+DJ4LWuZBbQrchEJ1j2HnnnYHQTPjLX/5i8dnnnHMOANdeey2QGeGl2nQu4SQ89thjABxyyCEZJbYgPhHKLa5ZaARiXAJPHHR9l7xs6fhkMmmqtaIry8vLbZxaoFKpy8rKbPFpkcSpxy7R56jWBRVEjZByWeffaqutgPDlrq6uzlKn9btkMmkbmtTp6upq2wwkPESYbrrppjz88MNA6G784IMPsvIhXAJRz7sjCMR//OMfQLhZlZaW2hg0f7lHFy9ebJ/JlVxdXZ21BvT7TTbZxJ5zoS++JxA9PDzyRpcHHUV3cFe9PfPMM4FABVbE1U033WSfQSA9lOnnBqJEd2NpFvoeMjWCqGrmFM0seE75/ia6u5eUlGRd1yW+FHV3xRVXAIF0VOy9VOT3338fCAKvpCpH3ZRxY23NPKNuRPdarpmjZ6D7PXLkSJP6GqPG39DQwCGHHAKEmaNf+9rXTMvRccor+eY3v8nrr7+ecf6SkhJ7njJH3fvaFpOhoqIiS313yWYVZBHq6uqyXKvf/va3gSBSVqaWTLk777yTQw89FAgD6xRAtWrVqg7NQPWagYeHB9DJnIFs6QsuuMBs/yhKSkpM0sv2f+SRR8zmmzlzJhBKx3feeYdRo0YBWMjyTTfdZIEaCmp5++23gcxiEDpn//79TVJFXVIQ7uh1dXUdEnTklgw77LDDgFDLEcH09ttvc/jhhwNw//33A/Dd737Xxq2aDnLVJRIJ4w/kqnOlYq7nni9nUFFRkYZA6moOknTu+eVGnjhxIhBoLSIMNU/N4+abbzZ+Z6+99rLvFGwmzWfGjBlAoCnI3tZ3kBny6yKRSLg8QsGcwcbKlQtxhXn0PKQp1dbW2hoXH7RkyRILOrrooosA2HXXXe0crX1fu23fhC233NLIwZhj7GEpiaOmpoY///nPQEjMKOZ69erVjBkzBggj8yZPnmyLQWSUrpdKpYyMEgMOuasqFdp0o9DNQNFnffv2taQbMeR6kW+55RaOOeYYAMaPHw8EL4JeohNPPBGA559/XmNl2LBhQLihNDU15UU8FRqBWFRUlEEA6loQEGO6t24yjl7u3/3ud0D40i5evNg2REVcplIpMxOuu+46ILw/DQ0N7LbbbgCWbPbZZ5/ZSxPNc3H98q3ZDDaWw9FSjob7nft/RRLKw7Dddttx0kknAfDKK68AsOeeewJBoZ7WdtzyBKKHh0fe6BIzYWPXlLtMx/Xq1cuy96QKSqoPHTrUpKmkgCupdK6NRWVF1eeDDz4YgAf5vwndAAAgAElEQVQffNCOae8UZmkc5513HhCYN1OnTgXC3AtpNGPGjLFiJtJ26urqzEV3/fXXA2G+ghv55/r+4ypUR1GoCzUXKVdRUWGu4tNOOw0Iou2UuqyoPD2nTTfd1EwdkYWrV6820k7zE2k4f/58U7G1DtauXcsXvvAFIMyGdd2rbSlusjHEtZeLQvNasWKFrWfVgPzFL35hNR317FuKa2gJrutS8JqBh4dH3ugSzsDNtNIuveWWWwJkcAn6rlevXibZXTtf55KNdfXVVwPBrqyCJ6prMG3atLzGmKupZkcVN1FBzxNOOMFsYwXVSIrss88+RtIpivA73/mOBbmI69h3332BgJTUb90grHzi8gvVDIqLi+36smklGUtLS80e1rMYNGiQaQviOBSduNdee5mGp4jLc845x3JX5Cq87LLLgGBtSJOQBG1oaDAuRetbNnbaaeLa1urIcYjr5h3XLBgCLej73/8+EBZyEU/QfM2M49vyrnrNwMPDI290eThyrsKRbtnvaBCO/u3bty+vvfYaEAYiQRioofzvQjPVtt56ayDIcnTcZe2mGSSTSQuMkeTo16+fzUHh1ioietFFF1nJK0nhvn37Wp7CxRdfDARlxSHQmCRhVUZs7ty57epalGaQSqVM2jqeF5ub+Bc96wkTJhhHoHJ04g7mzZuXYVND8CzVN+G5554DQgm8ZMkS81ao0s+9995rc5eEdnsRFBpeDvlrBvmw/bpH/fr1M+5G6/Tb3/628T+thVvFqtuXPXN9tbpprkoUTYN1v9eiU/LLZ599lrEJ6PfTp08HQvUzrulnLiguITq29kI6nTY1WO6lhoYGi5lQnITMhvfff9/UYb34I0eO5PjjjwfC9F29BA0NDbYwVQdS121vuItOz1Ob9bp16ywGQuPo3bu3bQYihpcvXw4E7kEt5qeeegoIEoB0vAg3mXOLFi2yTVVpwI2NjVkJXzIvW1PerRDk4/KTYProo4+M4NTv2roRuOeHwp63NxM8PDyALnItuhlygqRYZWWlEUFSBXv27GnS/5prrgFC9W/w4MEmTTWXt99+23ZalcTKY2xAfNadkK8rqlAC0U1hlnmi8StDcdddd7W2ajKfttlmG5OiKgYaLYqi88aMMeu7Ql1uep65pG1paalJbgVBvffee/zoRz8CQnJTx6xfv95KlkkzHDRokJlLMgk1z8rKSlsnIujcOUmjkKaVSCTMrKiurm5XM6Gqqso0kLggNj2r008/HQiCiBRdKHNPY4zOQ4g7b7QdmwuRt+vWrfMEooeHR37osqCjaNx8HBSm+8knn1gpbe2gCkudP38+p5xyChDumv369ctwM+WDOJeQUKjEbEtB1GgWZ1xWoVvaTBIi13MstMtSW8KRBTfoS2OTlEqn01bW3s0+heD5xhUx1d/RYjFuRqZyFGpra00TiN4Xt49DvrkmENZuyFWkpqqqyqSze8+jpKK4n3/+85+WfyCXaUNDg63BefPmAVg9iKOOOorbb78969pxDW2jY8tn7Xa5NyGuqm60tr9bG1A1EKVezp8/36rKyHcNZDXucCvvFNLVefHixRbR1dFNVNqC6H1025oVinznWVxcbJt7tDeCru32TXA33Gg8QlxxFNdzpO+V9OSq49EX330B3ZwEjc8hrws2EwYPHpyh0kehyEeZd4lEwtaxSE8VaDn33HNtnK6pqL/lxVIq8zPPPGOeoULfWx9n4OHhkTe6XDNQXHncbivSqLq62iSGIrZuuOEGIMjgE0kkqZFOp7PaWmueX/jCF2zX1u9SqZSRVsoJcAtY6LwrV67s0BTm1la1LQTRTkpxKDTOwO3pIA3OrfUvKLt03rx5WXPV8y0vLzeJKGIMyCKVXXMhLi5FZmgcqebkarSKQNT15LaOViyGUJrL/IFQm3G/U77G/vvvDwR5KlqLUVNx0qRJ5jJ3ES3ME2cWes3Aw8Mjb3SJZlBVVWWSw3F96JgM+05QH4RoIdRbb72VSy+9FAij09544w3rqKQoNneX1fkV7DN06FDTEhS0E4eO5gzKyspyXr+1cOeeD5lYqGZQUlKS0bNR14LgOUWDtkaMGGH3XpqEfu/OX98lEoksDS9a6BRCAnHFihVmWyvTMy7CtbVZi/q9SpWpUEtczk06nTa3r/iEG2+80f6VxuMWN9F55Sp13a6CeIc4TSEOXjPw8PDIG52qGVRWVqYh0x7PFfzi/j9afNOVEGpBre69bhDMfvvtB4RZYVtvvbWV2opjrttDYubSDPLJDWgJrk3ckWhNqfTofXO7Z8Ux+1GpKiQSCXM36rtkMmnPJ9qOPpVKZZW8Ly4uznqeUc2ikHk2j6tDXpS49dwR72S3K3vWp0+fNARq3MiRI4GwBp5SWceNG2eRdvKvutDNi5oXLR2XywereP7dd9/dVNLoYnMfTnd2LbYnWkMgCi4RCAEpGreRRz9zi4JEXctu3crophAXm5ErNt8VFIVsBkVFRenouQWXwMsVPxO3JlsrHPIRXoXO1ZsJHh4eQCdrBh4eHt0XXjPw8PAA/Gbg4eHRDL8ZeHh4AH4z8PDwaIbfDDw8PAC/GXh4eDTDbwYeHh6A3ww8PDya4TcDDw8PoJP7JvyvxOyXlZWlAUaNGmX9F5REowSempoai2NX4lFZWVlWdWO3aWq0UUl9fb3FqCsXQIVBGhoasprPlpaW8sUvfhEI073d1GM1dH3zzTd9DkYE/wtz7fJKR12JQpNE8l08vXv3TkOwAahKUrRZzMcff2wvsF7ompoaeznVf1FNQ4qLi63hiM751ltvZWUyaqPYddddrU6k8vyXLVuWleCi3xcXF1tufb6FQrvb8ywUfjPIRLfeDNqS7tsRKFQzaGpqsuxKlfBSWm5RUZHNTyWvnn/+edsMlI05fvx4AB599FHTGlT6q7Gx0f6O3qOePXvaOaQtlJaW2nHaID755BMgs8pubW2t3wwi+F9Yu54z8PDwALqo1+LGkE+u9i677AJgjSshM19cRU0efvjhjhpmi1Dhji233JLZs2cD2Z1w6uvr+e1vfwvA+eefb99FexWqgWxTU5PZ/l/60peAoB7D7rvvDoT3QWXdlyxZYiaA7qPLO2g84i1qamo6TIrl04xUc3r55ZezvkskEqZZqU5Ad5O8UeQal7TFuKKxXQmvGXh4eADdnDPYyLnsX81B5dOfffZZ+7vQVuy5kK+NqYpO69ats7LYKm4pfmDGjBk2NkmIkpIS4wUkwV3vg7QFEYgjR440jUDH6ZhRo0YZ+SjOIJVKWcm5aJejyspKK9j54osvdgvOQJ22S0tLjdtoT3QnAlHdw1avXp1Xl6xC4TkDDw+PvNEtOYNckOtM9vOgQYP41re+BcDZZ58NBI1QdFz0d4W0Vmsr6uvrTaLJv3/PPfcAgXdBGoE68T733HOm8UjSa7wDBgyw46U1vPTSS/Tr1w8I7fLvfOc7AEyZMsVqSG677bZA0NtPEkheDTUZWbNmDd/73vfacfatQ9++fU17ccf234jy8nIrDa91UlVVFdtrEjqeH/lcmAmJRCKjaSeEqnVpaandvGOOOQaAu+66K6Mbk3t8vs1H45CvWllSUmKFQqX262V1XYFRsnDIkCEZcQXueE877TTrNfDDH/4QgDvuuMO6FL366qsARijecMMNWd/tsssuXHnllQAceuihAEybNs2uN3nyZABuu+22DjUTUqlUVo9FoaSkxO6LumdNmTLFnqealua7bnOR0Z1lJkQFU5zpKtK5pqaGq6++GsD6gajDUlvgzQQPD4+80a01g2h3HhfuZ5KiW2yxBRC41ZxrZhzfGZpBjx490hBoJXLvaRxS+13p4EYRyjxQ7wCZQMuXL+cb3/gGADvssIP97qWXXgJCzUfnOvXUU7n33nsBOOGEEwA49thjufXWWwF4/fXXgczeiE5Xoy4jEBOJhM1B4z/55JPt/kk7ag9iuDsRiHIJjxgxwtav5qo125ZenF4z8PDwyBvdkkB0euHlfSyEHW8TiYS5pVatWgXk37Emn4CnjUHkZu/evVm6dCkQ3/1Yn0kbqK6utu8vv/xyIGz08stf/tKOnzFjBhAENfXp0weA+++/H8ACmbbddlub55AhQ4DAHtV4xA+oC9X69eszuh53FqKaW0VFBTvuuCMQ8hlVVVVGbp5++ukFnT/a4bqjOhZF4a7LfNabCMTGxkZ22203IGwwlC/a2s27W5sJkd/Gfp5MJs3vrkX01FNP2cusBa4knELVy9Z0VFIbuaamJhuHxjZv3jz0nSDToaKigu233x6AiRMnAnDccccBwYsvclGq/mOPPWbmhLwKIhfXrl1rGZNnnXWWnV9zkTdhr732sjE89dRTAKxfv77DzQS3g1LzuYCAAD3ppJOAMMr01FNPtVgJbY5t2ayFzjATksmku34yvkulUkaMP/roo0BAFioiVZ6GKAneGngzwcPDI290SzMhDtFdVa660tJSJkyYAIQ+/AsvvJC77roLwNTi1hJOrdGc3OxCSbCWYu4hzA9Ip9NsvfXWACbVZebceuut1tr7zTffBALy76OPPgLClGfVKZgzZw777rsvEDa6LS0ttfMpo1EmR11dnRF3nYHo85AbdKuttjItSvfi2muvNdJUJpjbvLc7I5cGk0gkrBW7Yk0aGhpMa5Nm0B5aUD7wmoGHhwfQDTSDfKOrosSe/n/IIYdYUI1sq0QiwbJly4DAJdfZOPDAA4GgDfxOO+0EhPbvjTfeCMCwYcNMwivIpn///qYlnHPOOUBILC1atIhnnnkGCPmPLbbYwiSLOgEPGzYMgH/9619cdtllQKg1NDQ0mEYgW1X3s6qqql0kUBxRGgc9P7k2x40bB8AZZ5zBeeedB8Btt90GwGuvvWaaoKIS/xvQu3dv3nrrLSDU1KZNm9ZlWo/XDDw8PIDPkTdBkESTNN1555355S9/CcDjjz8OwIoVK8zV5lYWgkASRqVWvu6mfNnnXr16pSGwa3WtaHmyMWPGWHCJOIaDDz6Y448/Hgglq8a9YcMG4wOuu+46IHAjKqxYGtbUqVOBgJU/9dRTgTBj0rVH5b5y60FIIjU1NXVa0JFcnPII/frXvzYPibS60tJS9t57bwA++OADoH3i9DvCm6CwYoVN51pbPXr0MM1x0aJF9m9LrsFkMpmlvcV9Fod85trZBVGBwh+k61bUghWhVF1dbe4x1fy78cYbzQ2j3+YqrJFrPK3xS8vfW1RUZA9KZJBe7nfffZdRo0YBmKr4wgsvmDkhd6NU/Hnz5lnegcyLfv362W+VjKSXZeHChXYOkW4LFy60Teb5558HQtfr2rVr7bjOgMwDxTlMnz4dgPvuu4+f/OQnQPjMXnzxRXu5ZF60Z2p6e0IErRC3drQm165dy4knngiEkaa55hXnXm9PctGbCR4eHkAnawatVe0SiURWsQ+px4MGDTIVXFLuiCOOMKJOxUWkkpeWlpqU7qgxK+V2yJAhVrZM2oLU4U8//dS0BI1x1KhRZgYNHToUgNGjR9vxUp9VIOXAAw90i5gCAXEIcPTRR7NixYqM7xobG7OKrchsaGpq6tQSYlKFVZhVGtDAgQOzju3fv789d41f9zWVSnUrLSGfe+iSp3q+bmZjS/Pp6Hl6zcDDwwP4HBGIcrmNHDkSwFyHc+fOtcAb9RWYPHky77zzDhASOvp/W2LT8yWcNttsszQEWoDyJaKcRXFxsdmA0mh+8IMf2HEqhiLt4aCDDuKWW24BQjfc4MGDbS4KZ1UQ0cyZM03qau59+vSxkGY3VwMCjkJlzxYsWNDhBKKko7L1RKw++uijGaXeAB588EEuueQSILwf4hDags7OWoza/DNmzLBAsrFjxwJwyimnmGYpjujpp59u66W7H4HYFsi/LIJMatWoUaOst4BSdb/61a/yyCOPACHBokjEmpoaW1BagB01Vlet00sukyadTluS0aRJkwD46KOPbNwiRZUvMGvWLBYvXpxx/q9//eu2SSrOQARWWVmZxRyIZJw3b54tSI1N5ktxcXG7vGD5Qs9Fc9L/x44da5ujchQ+/PDDrGIvbu+I6Dm7K6IJeBMnTrRCJjILq6qqbKMUJOSWLFnSoVWPvJng4eEBdHPNwN0F9bdci5J6kyZNMjPhgQceAALTQbHuTzzxBBBqAQ0NDW0qEpEPRAK6xKdSql3JLA1Fvv6PP/7YVMP77rsPCAnHwYMHGwkq8qyiosI0DkVhPvjgg0Awz/nz5wOhSl1SUmIuPUnWk08+GYCrrrrKxtOZiErzqqoqk3p6nm4rOpldLWUCdmdEMzTfeecdW59yp65bt84yUOVCdiMSO3K+XjPw8PAAPicEYiKRyOpIJPTo0cMCkDbffHMg6KKkugDaZUWwuUReoXPPl3CqqqpKQ5A7oMgyFfTcZpttgGDXl/by2muvAQHxqerGCkZR8FRFRQVbbrklEGa47bLLLuZulPRX8cybb77ZiEPNOZ1O25w1DnEwLrHalWXPIORVpCW9+uqrpsnITVpoYdQ4dHXZs8rKSuv8JbLU7QCmStaKxOzouXrNwMPDA+jmnIGQTqdNIkjCSkNYu3ataQSSctdeey2/+c1vgLCykKRjKpXKGZrcHhA/8cEHH2TZ4RpPXV2dBf4oPr+xsZHf//73AOyxxx5AmOd/2223mZtU/RAOOOAAK4iqfAVxKQsWLDBWWv8OHjzYNJX//Oc/QFh4taGhodv0/pP7WKHZd999t7k9ld3334Dq6mp7ln/4wx8AOPzww60uR0d0kcqFbmkmxLlP9FLpM7fIxde//nUg3Az69etnqpXyFTqzTJb6JlRWVtompsrNIjt79eplar+IwU033dRchXIRuinBSsgSJkyYYAtG/motpPnz59vLrXPU19ebD1/j0n3t2bOn3aMVK1Z0qZkwc+ZMIIw2HTBgAIcddhgQEqXtga42EwDb5LQuOgreTPDw8Mgb3dJMiNNWoh145G7ZbrvtTEuQOlxZWZmVEyBJ2JkoKSmxACGNW9pAOp02N5mkXn19vZX6UkFUBdXMmTPHgnE096efftrUzClTpgBh4ZP169ebuq2go7KysiwNReOqqqrKyrjrCgwaNMjas2ueJSUlFpSjfg/dPcAoH/Tu3btLiu+0BK8ZeHh4AN1UM4hDNGBD4bepVMpCWqUhJBIJc6vlarTaUaGdstFramrMPaQxqkzZihUrTEovXLgQgNmzZ1s25j/+8Q8Ai8mfMWOGaRAi1mbNmsWvfvUrIAxaOeOMM+w60gjEQ9TW1lq+grgG3Z/Fixd3SdCRoGtPmjTJXIsuL6RxK3irM0On2xtyk1dWVpomJ622rKwsK6u2s7SgbkkgtvBbIPvFdeO4FflXU1NjHgMtHt30ysrKVjPS+RJO5eXlaQgeusarcWpc9fX1HHzwwUBIfPbq1cvMgosuuggICbNkMmmmw5FHHglkbihKV9Z9GjVqlCW4SN0uLi7OImJ1vfHjx9vxdXV1nU4giiwcPXo0v/vd74AwiWncuHFZEYdu8ZrWviytIRDbswmLGxEa58mRqasmOBMmTLCIxULhCUQPD4+88bnQDPLdjfOtzNtaFOpabGxsNNJPJc4UFwCh1vK1r30NCNyCqol35plnAkFNQIBvfOMbZmLI9TZs2DCrJBytsThkyJCsjMCSkhIzNVQERfd13bp1ZtIsWrSo0zSDqMbnmipuKnNHPNPOcC3mWrvud5p3R8XAeM3Aw8Mjb3wuNIN2ujaQyTkUSiAWyhlsscUWdm7VLpBrrKioyNydIvjq6uo49thjAaxLlHIsJk2aZNmWP/7xj4Egq09SXxmKcqWuW7fONKWf/vSnQBjlBtkSyC3eWltb26VBR61FRz3P5nN3q7kWCq8ZeHh45I3/Gc2gPZCvJKmoqEhD4MqLdg5yuw9H7eCysjLzekjCy4Xa2NjIV77yFSBsVT506FDLNVDegoKcioqKTPrLfdjU1GRaSDQYqrGx0S0r36WaQUdW83HhNYNM+M2gAOS7ePr165eGgNSTG1MmgUq0vfPOO+yzzz5A2Easuro6y6zQhlFXV2cbi9sLQsSTYtwVX5FMJm0D2m677YCg6Is2F7kbNa7KykrbNNrDTIi2w+uO8JtBJryZ4OHhAXSyZuDh4dF94TUDDw8PwG8GHh4ezfCbgYeHB+A3Aw8Pj2b4zcDDwwPwm4GHh0cz/Gbg4eEB+M3Aw8OjGX4z8PDwADq5BmIqlUpDZry64uyj7aqjUPOUaMkyt0BErgSXuO/iWrbpMzeBR383NTUVFLNfXFyc1eRVpdniylwVWlLLbTuXb/VntW/7+9//DsQXhMk3Zr/QUmDKV3Ab6Raau9AeSUyqrVhdXZ13boIK1tTX1+c1Bjc3o6U8jfYqoea2bNd53WsANDY2ds9EpdbchGjPevfGRqvE5Ht+vZgbNmywLEGdI26RtuYliWYJuueNNjTJhb59+2Z12CkqKrKXWPPV5tCzZ0/r2NTSRgrxCUWFzrOF7zLGVQjcxVzIOTqynkEymUzr3IUInY2tRa1d/S6uQ7i+Kyoqsu/Vb3P27Nmx14yONR9B1iWbQUlJib100Y4y7qJUQ9XXX389rwfsbgrRl1tIp9M5M+qi3yWTyVZrBi4kgQVXEh933HFAWBF5Yxg4cCAQFsxsYQw5pa8a0i5btizru9ZsBvm8wG76dvT7jb3IrS1pl+u8rdkMysvLLeNTGaAqNRenddbX12e9pFqbrkaaT5ZnKpXKOX+V2JPgceGzFj08PPJGp2oGpaWlacjcEeNUfJXIVuEOF5IQf/vb34Cgdfkmm2wChOXQ+/Xrx2OPPQaEjUulXiWTSdtdc0mq9lCfN6Yi5iMN1Ep+//33N1s3Wlc/cm2NNZ+hxh7fHmaCi8MPPxwI+0DGQUVh77rrrtjv1UJeDWPbA63RDJp/p8+AzOd34YUXAnDOOecAmWtA6+2CCy4AsJ4XEGoL9fX1zJ07F8A6S+l3uXqAuMfFaQ9eM/Dw8MgbXV7pSO3UZXfFkVzFxcVGgkn6i2tobGy08uLqN1hSUsK7774LYC3OH3jgASDYxaWFiIXdWAdc9fn74IMP8pIkLtnkfAbAjjvuCAQVieJsO81L0mbp0qW5rpMXG5+Pve3ao11BIIpMra+vN21RGsWRRx5pmkOu8+V7TdnWa9asaVOlI11PJec+++yzrN/FPSN3nJrrs88+a599+ctfzphHa8unu96mmpoarxl4eHjkhy7RDNzdUpqB3GCpVCqr47LrAVCzkOeeew4ISoSrTZl+9/rrr1vLMklW8Q+TJ09mjz32AOIbV+Ri4NsiMdUGTZ2X+/XrZ0y+7EW36cqaNWsyfl9aWhrLFcTFSkTnkq9PXxpEWwqiRr0KEO/yEqTxqfv0JZdcYpJ2wYIFQNBH0injDoTdrGfPnp3VhzPu2i60lvLxvTvzyjqRa+frvBqL6/GJFsX97ne/CwRdmLUWt912WzvnlVdeCYT8iNbptGnT7Pz6rL6+Pqfm121di0VFRdZpyCXvmr8DMoM6XIJmv/32A2D33XcHwhv1+9//3ghEvfg33ngjU6dOBUL1c9iwYUCwmTz88MNoHEIucs4ZW6sJRI1R56+trbXvFO8wevRovvrVrwJhUJLMnIaGhqyHnUgkrGKy7s8pp5ySa1w5X0zH5dWh1ZHLy8vtBZJZpM3yySeftKaq2vjPOOMMnnzyyYxzqBvVwoUL3UKuQOZzjb6wUPimB4XPVWt3hx12sMK3N998MxCuxaeeesrG4sbR6JnI/H3vvfeAwISO9uxsHhuQ2YEqOo58Nj5vJnh4eACdHI7s7thRKefu3NoZJ02aBMBrr73GjBkz7G8IO9NecsklRtyInPvLX/5ihGTU/bNgwYLYkOBc5Fpr+/xNnDjRiKFVq1YBoUSrqakxySdXal1dHbfccgsA3/ve9zKu7Y5BUY0zZszIknySQo8//rhpO5KYETcpkBmo0tFaomsOyTxQD8rf/va3AEyfPt1UZoXXvvrqq/Z39NmtWbPGysorGMiNzIyL6GvN83RNrmhH6DiIBKysrDT38O233w7AvHnzAFi+fLm1mtezAizSVFqw1nxTU5NpmFrzZWVlpiVEtdpCO1R7zcDDwwPoZM5ALrdUKpXTXRLlEwYMGMCKFSsATHKeffbZQCAZJPmkDbi7oTSDn/zkJ0CQoCNy59VXX7Xjo91wXYkiKbZ27dp2c7klk0mbp3iBqqoqpk+fbuOEMOTVDS+WdFiyZImN94UXXgDChikDBw60hi2STBA2Z3nwwQcBuPjiiwG49957zUadPXt2QfPcmItTY5RETiQSpiU89dRTAPz1r38F4KCDDuLqq68G4MUXXwQCiadz6N+TTjoJgKuuuor+/fsD8P7779v59Tzjkngcyd6q3ISW4LrytH523HFHG5cI0R/+8IdAQChqHYsQXb58OW+//TYABx54IBDmITzxxBMZ19J4ogRlazmDLo8ziBJZ7sLSd+PHj7dW5vfddx+AtQ+fMGGC/VbEzMKFC82HL3NCKnlFRYVtLLpOY2OjLRZFkKnV+cCBA1m4cKHGmNficbMzW/J9J5NJi8iTP33lypU8//zzABxyyCE2NgheYj3k3/zmNwAce+yx9nKIdNPD33rrrdlqq62AUC11ofHI5Egmk2bKtHcEYhS9evXi9NNPB8L8iqOOOgoIWsWL4FVL+bq6Ots499xzTyBc+MuXL7eIvVwCxiXZdB/b2lHJzcJ0/3W/O/roo810k8fklVdeAQLSVPPR+rz33nutsa6eqZN5mJfnQGbWySefzGmnnZb3XL2Z4OHhAXShZqAdLrqruuORijxgwACLE5CKrLgE9/gjjjgCCPyxUkOPPvpoIFQ5J0yYYBJw5syZQLCLyy3ZUjYdtC1rMYqysjLOOOMMAHbeeWcA7rzzTo4//nggUJchlABFRUVGMr355ptAQEpeduqGtZsAAA6VSURBVNllQChtJB3nzZuXRTaVlJSY+qp5SsV2Ix07SjOQtCwqKjI3mMYxcuRIAN59912bsxtDIfPmT3/6E4CZEq+88oppeIpOzRft1WsxTvuTxta7d297DtJ0RIIWFRVZjMwf/vAHIIii/cUvfpFx3jgSVMg3CtVrBh4eHnmjS7IW6+vrLfJQO6grmaNBFOl02iSY7Cg3Qi9qu+29994MHjwYCMkz2c/bb789EydOBOCEE04AgmCOaJEQVyMolHByySaRjwqMUR2BJUuWWOalyM0bbrjBuAq5zhRw4galDB8+HAjsZbnTJD3cYhmTJ08GAo0DAptVxNtZZ50FtD7DDTK5EblMFfyka8bZ0YlEwrQhPc/NNtsMgLfeesuIYLndttlmG9McRJAqSvGEE07Iir7Mt7hNIZrBuHHj0hAQtV/84heBUEuV+9itXeDOVcfp2V5zzTVAoKWKXLz33nuBgATXHOVidEjArHG5mkGuaFSvGXh4eOSNLuMMJPW1i7njEJ+gYJwNGzZYNmNcyKlbFgqCsF5pBqeeeioQZibutdde5sYaMWIEANddd52x+NqFJXlWrlzp5kq0OWZf83z//fdtfmLSBw4caEy6si7FExQVFWXNPZFIZGk0Yqwffvhhq3coT8ynn35qmkr0uXdkPQPneCDwJsiL8aMf/QgIAsUgYNXlFdI9mDZtmj0rjfPyyy8HAhfp7NmzM66zsYpAQms5g5Y8RKlUytauNLXhw4ebZyvqMp81a5a5FF1NVPfkn//8JxByPj169DBNqoUxZoyrUDdql8QZVFVV2csdd32RRSpo8corr5g6HAfdZN2MMWPG2OKZM2cOEJgOEJCSUjnl2nv66adNxRIJpf8nk0m3rFXBL4lcRjqHsM0229j1Ve7suOOOs81ApoMbYZirZqI2sZ/97GdAsHA05wkTJgABuajNQItV5xo6dKj5wfOdp3JN4orDxI3NVWdFoiknQcTnJptsYmSaMH78eNvMtUGcfPLJQOCalEDJlcKs59DQ0OCSqO2emxBNfnPNO/0tU3HgwIGWcCfU1tay/fbbA2FEpdzeZWVlOQvbCC45X4gg82aCh4cH0Mm5CYJb1CNuN5dqrGCSRCIRm24sRAmWxsZGkxb69/rrrwcCdVRRX3Jd1tfXG8GobMh8S4/nQs+ePbNSkTW3LbbYwtR3mS3PPfecaUxOZp39NteYZBaJzBo4cKAFJ0nLaWhoyLovgrSCQpBLFXefazQz1b2+AsDkUr3ttttYvnw5EGp1O+64o2mL+p0Cwfr37x9bnCa6rqKaWWvhmiBxRWCj69MNPNN9kEv5jTfesHFJAywuLjb3qdzGItf33HNPI8Td9yE619bm0njNwMPDA+hkzqCysjINwS4d3c3ccUgK6JgzzjiDp59+GggKl0BICF5wwQVcdNFFQEAEQhDSOmvWLCDMFpREKSoq4tprrwXCGPFkMmm2q1w9cSiUMygqKsoo9OrOs7y83NxpktyffvqpuRTz3d0lURSI9PLLLwNw9913m5YhHmLIkCEmUXMVYy3UherOK8/fGXcRJZKnTp1qNRkuvfRSINDWRLbefffdADz00EN2Lt0DJ8y43V2LcbU4NlZGTsfo2ctlKHfx6tWrswrQVFdXG2cgElvaqlvro1Dp3+0IRDexJeqP1eTcLkRiiUeMGMEuu+wChCq1qgRdf/31VjRCpFR5ebmpy4rx13ebbLKJbRSqTjtv3jyL4NN4XJW8kGox7jyPPPJI7rjjDpsXZEaTKXZCJszhhx++0Qq4USiZRcyz1MdBgwYxbdo0IEzumjJlSs6qR62dZ6FwfeOqLynToLq62uYgEvjOO++0zfrWW28FMAFQVVVl91QRfm6sSq713ZERiHHQGlBBF7eKtwjO9evXWx8NJZMpUemll16yVG8RxbnyMdz77AlEDw+PvNElBKIrlaLqTlNTEwcccAAQFr6YOnUq77zzTsZxStmdOXNmRvcjnUNq5dixY4HQ115dXc3Pf/5zICwrNXXqVMt1kGrm7vat1Z6kFUCoEej8q1evtuIVyjJzs/Oi96WystLUYH2XTCbN/SppolyMXXfd1SIt3fFLBb/qqqsy5lloIYzWwL2nIm+lEUgjGjhwoBFm+++/PxDEeigVWWaU7oWem84rRFPR4zSz9sLG1ofWpQrJKJNQ2YkQ1sYcN26cjV2/01qvq6uL1Qiia8ZN246rC9niOPM+0sPD478aXcIZuC63aDy1Swi5u752TtnycqWJiIJwZ/zTn/5k3WgUpKI6BTfccINJB2VCzp07l5tuugkId9xoZF/z3wXZ0m6QiHZ7t/KzPnMJsFzSWZJFksB10SonQMf861//yuoB6BKaMWMuOAcjlx2di6Ds06ePjUNj1DNJpVJ2X6QZlpSUmP2s9aIM1Tlz5lhUXq5grLYQpZB/IZc4/kBFa+UWVM7F/fffbxGI++67LxAQwNFmrHJ7f/zxxzYfBSStX78+Z5HbQubqNQMPDw+gkzUDZblBuFNrl1T89aabbmrhs7KpxowZYy4o/etmKmpHlGRIJpO2C8tul206cuRI0yqUwdenTx/bjSXJVZD0hhtuKDg3Ia6nZHTXrqqqyvIc5PIklJSUmK2poJS33nrLpKc0AvEPb7zxRlY+fFwoqypGffLJJ/b3xx9/3GrNII7ziGahQjhXPX+NbcOGDcYnKCz5xBNPtPMph0S1KK6//nrzIriekpakZGvLnsXNVWOXZtLSu6T5SAM888wzgUDzVacocT79+/e32htak8rVWLdunQWtSSv85JNPsjxEcfxIPnPtVAIxTr1SHIAmlEqlLHdACTx33323bRYiF7U43Pp4UvWvvvpqSwk9//zzgbCAyJQpU8wtJRePzuPihhtuaHHMG4Mb0yB1OEporVu3LqOlWD7n1Auve7XNNttkbYQq+jFu3LiMF11j0Hz0r+5rIpGw49qCKPHpJu/oHldWVhqRqtRnLfLq6mpL9VWDkcbGRjMPRJhqs3aLssRVf47CFR5thVMmzj6L24Sk0su9rRTmNWvWmHkgs3nNmjWW8qznLZPoz3/+c1ZPhenTp2cJkdaSpN5M8PDwALpBe7XoTlpRUWHfSeWdN2+eBSBpt1TG36RJk6zFtSrtJhIJa2GliDVFffXt2zerQaYbU67gDzdL0vms3YJxxo4dyxtvvAFklnKLahCa7x577GHq6DPPPGPnkfSXK1WEaUlJiUldRVUecMABdk2p1i5a2zkqF9xYfkn3Pn36WDCYVGip/UOHDrXK0LrvUnshVLGlBa5cuTJnIFUudETWYhzcEmiAuXy32247e/aXXHIJAD/96U/tOBXzFTm8zTbbmDb7yCOPAPEmkftOF9Ily2sGHh4eQBdqBtEsRO3qm266qUlASY0RI0aYbaUcBbkdP/jggywtI5lMthi77YZCS/L06dPHbDbZgUJRUZHtrvlqBm45MF1Ddp3G9dBDD3HYYYcBuP0K7HjZ1wqa2mWXXYw8k3TfddddbbzSFlQ0pKKiwq6le5xOp+2zuN6S48aN0zgK0gw2VmbM5YN0bbnUlKuvAKy3337bNDxJyKamJgsvF6mofAs3K9KVkB0Vjpxv4RTnd1l9I5Sh+c4771g+jdaHuBQI+RRpD9OmTTPCUfxDbW2tlWFTYJ2LQvpKdok3obS0tMX2Z5HjgeAm5jouF6JNLVzffxzxI7TWV9t8rjQEm02hqbOasxaAcjJ22mknI5LGjBkDBPfinHPOATBTSWmv7733HlOmTAFyezWEyH1p181A0KZaWVlpm5Gei+a7evVqbrzxRiBoEQdBBJ7ui9KalYS12WabWRp0PmMoNF5f0Fz79u2bk2h1i5lAMGdtxpq/8knOO+88Ro8eDYSJdyeddJKZAopPUK+Q4cOH2/PuiEQlbyZ4eHgAXVT2zJUkktxx0WPK1nr++edbnR+QC642oIhFtVxz4//1d6HZfK5KGVeyLCpFBgwYYB2GopGZPXv2NGkoaTJ//nzTPKQtKJV55syZ7Lbbbllji8Z1uGPpiFqP0WvoGF3LbfyqY2TquKSypPHGsvQg0JgUmap7FndcPi3HnHnZhKI9P+K0VWk6a9assWevoiZqp3f//fdnFb954403LHU7Kv3jYjfSTns1jcchDX1Ldg8Pj8LRqUFHcTX047rnCCLMTjvtNK644oqM3wnubqlCkx9//HGLmoSrlShHftmyZZZXr+IguXb9fNHY2JixS7uIq3e/bNkybrvtNiB0hT755JNA4DpU4dQrr7wSCMpgyf2qZp3SplytQFWS//73v5tGEOVg2pqxmA+n47q+9Lc0A7eoiwhkfSeScWPXk9bz6aefxmoEQlvm6j43uf5UMs5dWyqsm0qljIuRxqOiNoceeqidV5mGy5Yty8rCjSuU4rrAoy5Fd635luweHh4Fo0s4g6KiItcOB8Jdc82aNbHdbWWDRV1/EIYoKxAD4l1nuna0cGQymcwqPxVnmxZaDizfe1uop0SSwu2lED3HwQcfbJl+LtrT5daWQJxciIZRR64J5O58lS/aK+hIAV+LFy+OfZa5ivmqQ/OMGTPyHQew8RDoKLpt2bM4SFWGTL+4++/G4FYBbinC0YXr02/PmnmjR49OQxgP4EKqb319van0ir5z4Ubd6XhtcNrE3Bj06CJ0VdZ8avZtsskmrW7JHudadE221kYIFrrw5XuXybExtGYziKtrqZiJhQsXZuVhtHAuXd/+1tjXrVuXl5tbJq5S+1u6TiFJWd5M8PDwADpZM/Dw8Oi+8JqBh4cH4DcDDw+PZvjNwMPDA/CbgYeHRzP8ZuDh4QH4zcDDw6MZfjPw8PAA/Gbg4eHRDL8ZeHh4AH4z8PDwaIbfDDw8PAC/GXh4eDTDbwYeHh6A3ww8PDya4TcDDw8PwG8GHh4ezfCbgYeHB+A3Aw8Pj2b4zcDDwwPwm4GHh0cz/Gbg4eEB+M3Aw8OjGX4z8PDwAOD/AXKEFsroTyUZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8ZwAOO+wwIPC1V1vgIQ5O9dlUHZXitiRuHLu0leYyatQo0xr/+te/gFD7NjU1WVETt/mmqiPfeuutQEhZ995775KK0BAY5NwtDIQatqOjw60TmLoKdLSEm+aWz+fNzeg+a24shvv7QYMG2ZzEhB5//HHLNbn22muBkHK713KrBEfdfW5aeTV9E9xWctXCnSME6+FWhYagOI22hopCrfYdzWQytoZz5szx1ZE9PDySYbO1GbhSVgY4Vdq97LLLUgfQdHX+YrFYTX+FLr9zNVaUNSxYsMCiERWgo33p5z//eesRqcCh3//+9xbJpzJiygycMGGCBa9on1xbW2vrIkOlNPScOXNSu3fdNYoyDWnrtWvXxtb1jxp2xShGjBhhmlPG0UwmY8bTqA0nm82abWTfffcF4Pbbby9rdCs2tXTp0qoi9uLWJm30rGwyYjlf+MIXLItVc21sbLR7lPa5i9oOisVibFv3Ln+f6moeHh7/s9jsmIGksbTkeeedV5Yp19N8dej98ukarwp6FovFkpbjENgHND9JdJU/mzdvHpdeeikAf/rTn4Bg3yz323HHHQeEce+tra3suOOOAFx33XUA/O1vfzNmotx4WZsLhUJqZuD2tlSAkCouyU6Qz+eNBbguyGgYuphBLpcze4BCrK+//npzH0e1+pAhQ+wcYlEDBw60a4pJyJPhuiLTIG5tkj4jsvvIS6B9/MEHH2wBRrrP8+fPrzp7NK4/Z5pz9akw6GmTB/e3eui22247u/Hvec97AMrqxPU13vve9wLw0EMP2ZyjhSni8h2y2ay9CHpg5Vp86623zLAmt2BbWxsnnHACEBZPkUuvubmZa665BoCbbroJiG+dHqXraSBBsmTJEvvbLTCieSoK1DX6CVF3WCaTsXqO6nlx9913x1Y5hkDoqW6k+gtkMhmbp5qySkFU+6IlfXajBtSOjg5LrZdCEL74xS+a4VdbHJWt6w2knavfJnh4eAB9zAx6g3pLQn/yk58Egq2Ba2jq6XV6ozDrzJkz7VzRbj9C3BhXr15dxhhEb2fOnFmW4TdlyhROOeUUIGBI7rhnzZrF5ZdfDoQUdO7cuWVZfy4zSJudGafpBTfCMS5duqtsujVr1thaKYjMZTNiGWJMw4cPt3kqcCyTyVjwldbDXf9qtglJnyldx72etmbRgjLXXHMNxxxzDBAYg9Ncx4Wb/g1UnXvhmYGHhwewGRoQJTl/85vfAEHpL7nQ/vCHPwDdB4ZE4/Jd9GYN/MbGRtOelVqgy8Dk2jok7dVMdt999+WGG24AwoIn48ePNw0fdd/dc889nHrqqUDgaoVAQ2nO0rZuAJNcdEnh1giIloJ3MzGjdgr3OGlLjePYY4+1vAxpuoaGBpun7DFiTHvttZfZTVRafenSpWVl2JTduWzZMgvq6Suo/oTcxmJKV1xxRdW2DPd50m+jjKBQKKTqtbjZCQNB/tmvfOUr9hIlpUdpFqgniEtgidvKuEJAn+tlUmJONpu18ym24N3vfrdVxZHQkdHt6KOPtrgLnbO5udmEjF4urVk2m7UXLClExdevX2+GM62tmzwU3SrFNT/VC7pu3TrLy1B8xNChQ41OP/roowAWudfS0sLVV18NhJ6auLRet8hJpe3NxoA8K9ra6h71JJXafX662trGCeFK8NsEDw8PYDPOTRBcX2pvGBAroVgspspNiJPeQhwtLBQKJs2jTUQHDBhgmkTzPO6446xtt6in2rXX1tZanoPrhhP1lgbX+Ts7O93ItVS5CZlMxsYU7SAVF1vg9hfQ8WIW73nPe6zkm+Z00kknWRs2rYFYg1usxN1uVVpvp5J0Yotp3LNbbVZhtX0W4tDU1FTG6MSyXOaR5J56ZuDh4QH8DzCDvkRajbnhb/0WKM1NkJZ2I/S6ckFmMpkyDVNbW2v7a2linf+1116zACS3aIlsBZWahibNztQ8a2pqGD16NBAWZVGvhNdff920vwyUzc3NXTakbWxsLOtB6ZYxk2tRWq+trc2iLtVfM5PJmHZ0uz7pXyePIjUzcA2/cZDL022ZHufGrRbR9Yor4xdtDLvheM8MPDw8kmGzYwZRK3RvBTJFzxO3H+zJXjoadlssFk2CRwujQuhSfOqpp4DAHarvNaaampoSiz5QwjaiLtZCoWAaS/tr13bgFHJNNc9cLlfmHnXDi6N7ZTd3QN2HVRJt2bJlZWvmBilF+xsOGjTIgo0090KhYOeXDcbVljrX+vXre2QziCKfz5d5quJsWmIPPS3MqnMmeQeSPLv/E8KgN6IGkyCpMKivry9C8EJ2JWSgPCKtm3OWuQVXrFhhD3n0Jens7Cy7dj6ft5dWfnclANXV1bmt3xLNs7GxsQiBIHIKowCl7dp1XlcQSojppVWuyZo1a+yl1lhXr14dm+ykeQqab21tbZmQ1Bq7ZcBaW1t7RRgkff5k7JVh13WxJnkP44yxSeG3CR4eHonRp8zAw8Oj/8IzAw8PD8ALAw8Pjw3wwsDDwwPwwsDDw2MDvDDw8PAAvDDw8PDYAC8MPDw8AC8MPDw8NqCvS6UXobRduP51wzKjmXXt7e32vUJUFWNfLBatGKjbml11/HWuqVOnAkHHY4WP6hz5fL6sh4GbGahw2rTZfEnhhrP2VWh1JVSTndnXiAvjTbt2See54XqbdXRev8tNUNEP6LqJhhunr8/i4s+dc8bmK2y55ZZAWDHXLbYRjeN3r6WYdo2jUChY8k01DUmj56+mtVdPkST+3V2XzUEY9Aa8MChFnwqDESNGFCGoUhPNqFMCSUdHh/0dzUWPO949T1yx0ehLmMvljC2IGQwaNCi2XiGU1tPriTBIi7SaT0041L05DoMGDbL6f9H77ubFe2FQjv8/zNXbDDw8PIA+ZgZHHXVUEeDee++1fbg04NChQ4Gwtp2L+vp6Oz66t0+Lurq62KYegtKKo3nwkDy1d3PSIr1Rt6G3r5/0MwhKrKvHor6LqysQhzTMoFAoFKHvKmv3Njwz8PDwSIw+ZQa1tbVFCLS79r3SvNr753K5ss86Ozutfp4qwbq2ALeQBgQsQ94E1QR0CnfEji1qW3Cr/Uob9KQ6cn9p/ZYEm9pmoHumhqXHH3+89YCQYVh1HY888kj+8Y9/VHWdvrIZyEYV18dAtq9Ro0YBWC1JCFrkQfjM9oSVeGbg4eGRGH0aZ+A2wYzWuXOPibrfMpmMMYIoC2hqajIbgEp5DR48mEmTJgGwcOFCAF555RU7V1wpsigj6Ikmj/uNPlP9O1UA7grSJoqryOVyZlc57rjjAHjggQesPdfSpUuBsF375ga3pqGgNnJTp041pqf7r3bzjY2Nxgz0TJx00knWaq8/IMoIxEJ32mkn3vWudwFw1VVXAcH91r1//vnngaBzVl+gT4WBXriu+u9B5eKkULqQEFAoLdZLL70EwDnnnGOfqbvtww8/DATltKPCpqampsvtQ2dnZ+ruxHFwXaeaU1yNQlHBT3ziEwDceOONAIwbN85eAFHJ888/35qmfP3rXwdCIdNdv8n+Bq3F6tWr2X333YGwr+KIESPsOLWb03zXrFlTVlB21113NSGqGoibCq7LVs/RgQceCMCFF17InnvuacdBadxMdOxxZdF7E36b4OHhAWyixqsdHR1mCFqxYgVASaOJuIjCsWPHAhj9l/bYZpttbAug79773vca3VQn4ieeeKLL8bS3t5eUH4dQire3t1tUYlrst99+FgTkNvHoCrlcjokTJwLw7LPPAvCLX/wCCIKKpAGl9dasWWNNVGRglRYdM2YMf/nLX6oa96bAkCFDAPj85z9vaySjGoTbg+uuuw4Im9q67EoNVs466yx7nqJIWlq8EtIYct0tsbpEn3/++UCwrb3zzjuBcJu3/fbbWwCZmsy659qY8MzAw8MD2IR9E6KNOl0pGw01dpORdtxxRwAOOuggAG655RbefPNNINCG+kyGOu0xTzzxRCBo5R6V6IMHDzbDm/Zu0iy1tbX2XW8kKrmGSV1L7GX06NHstddeQNhiXXkR73//+21dFJh10003WS1+fTd//nyNlZ133hkI2VdvJ/D0xN127rnnAqHh7KKLLgLgmGOOMbehGNCIESO6TFRz4fZlECo9333hWnQbwIi1bb/99kBwj+fMmQOEtp4TTzyRo446CoDTTjsNqGwUdpu0VEKSufbpNkEvWFtbm1Fv+ZRHjhwJwJw5c9xuwEBggVdjDS2kKNS///3vkg6+EFBICYOXX34ZCF+SOLh5CaJiMt40NzfbGKtBlFK6D6c++81vfgPAxz72MXvRZQBVz8CGhgZmz54NhN2HvvOd79j59DJJKAwcOJCf/OQnAJxyyikl19vUOPfcc237o+2bBHkmk+G2224DMGE2aNAgEwLjxo0DsJfIxbbbbguEnqP+gFwuV9aRet68eUDQlzKaNPf0009bTMW0adOA0HMSh968p36b4OHhAfQxM3DzEWQkGj9+PBBq7rgUY7dj8a9//WugNEdBxsK9994bgK222sqksYxornRO4iqURm9oaOiR4aaS5I5mVv75z3/ms5/9LBD62++44w4g2MpceeWVADz33HNl55bxTP8Wi0Uzsmoumxqa50UXXWQsR92aRfvvvvtuvvzlLwPh/f/Wt77FlClTgHhGIIgRjBgxwuIvNiYbShKL0t7ebsxS259Kbt9DDz3U5nr66af36Npp0T+eEg8Pj02OTeJabGxsNAOZAoUqudyy2SyPPfYYENoW5IopFAocdthhAHzqU58CAg2kiDVpoDgN4RqcopJW/7a1tfWKZq3ERmRgOuaYY2yf+M9//hOA+++/H4DDDz/cAlTcWHz99pBDDim7ntZFdoS2trZNXUEJCNzH3/72t4FwP6wxys4BIcvJ5/N88IMf7Pb8WuOHHnqIHXbYofcG3gWSamU9225n6ujvZTj+8Y9/bEw0LoN3Y8IzAw8PD6CPmYECY9xgGblNkuawS7MpMGPNmjXmOXA1vVp8yzXnauZKFn7B3c/3Rkhrd/tKgN122800o7SDPAFXXnmlzcktGafQVjEm95zve9/7gDBQZ1M32XWz9xRGrXBxeQs+8YlPmP3ojTfeAIK5a98dl9Ox1VZbAWGJuwkTJpQd47aAVw5LX0HPWRzDlM1M3hW3spbmE4eNcS/7VBgo2QjCicYtUJRSuwYXUS5tEyRUIFz0zs5Oc9/oMz1smUymYpJQVACtW7fO3Fm9AZeyC3rxr7rqKg4//HAAXnjhBQD++te/AoHRMDruXC7HD3/4Q/vbxdq1a20LtjGMTdVABuRisWjuMwlrvezNzc1l49xiiy1sWxkHGebi4gwEt6CNnp3eQncRiRqPm6av45V8tttuu9nxMhD3RsShnrck8NsEDw8PYBNtE9atW1cm9ZJGjcmoIpbR0NBg0lXaduHChVxyySVAsI2AUDsOHDjQNGySrcmAAQNYsGBBqnlWgssIdC1l4I0YMYLzzjuv5Hhto+IY1KmnnmoRmTqXxnrEEUeUlJPXOTalAVHX3nPPPY2pibJrfp/97Gc5+eSTgXBbkc1mTauKUfz5z3+288ZVu+5LpIjsBEKGkM1mLefG1eAynCZldJXS4tMURPHMwMPDA9hEuQmZTMYkYbSuQVLtpX3XyJEjOf744wEsYOecc84xV6SCT2Rg++9//+uWPq80VhuP/m5ra9soMfvaLzc0NDB9+nQAPv3pT5eM0a2rICa0ePHisnJtssWcccYZZjSbMWMGEBjkolq0C+PpRs9NkEZUaS/Zftrb201zavyuxnfZHwRZjvfee6/GDQTrk8Qt1x9KpStbU8bSbDZrBlRl4faG7aDf5SaIChYKBbvhEgpRChVF1EAmCnnsscdy1llnAaHPfciQIUavdd63337b/l+pZ0C00lFHR0fZtbuDxuHOxbVmRyHKvPXWW3PZZZcBmJ9cuRUdHR1ss802ANxzzz02bkEC9IADDgCC6kAyrLlzFza2EnCFjf5WrsHzzz9vFY0/97nPAVjFn7fffpvbb78dCCNKlasA4fMio+6jjz5qa6ttUSVj48ZAtbUpM5mM5Z4oLmbYsGGWhJdECIwcOdLub0/htwkeHh7AJspabGlpMSOJDHyivpKQUUQ1t9JBx41m3xGaAAAgAElEQVQbZ35mZR8uWrTItHPUiObmJsRtVeI+S6tF49hNHCMQlJ795ptvWiTh3//+dwAmT54MBMVOLr/8coBYV+fjjz8OhIxi4sSJ9pmodW8U9kgKXaeurs7uge5PfX29fXbTTTd1eQ4xhJqaGrsf0XZ8d911l6Wny3ja170NemKUPemkkwC4+OKLgSCXRinncYg+u73FCsAzAw8Pjw3oU2bgFqSI7umTxmFHo7MmTJhgklkReoceeigzZ86M/b1bjDWuKKs+k1Gvvb29Vww4cY1X9ZmMaNls1lxmYjbS7pdffjlHHHFEye8gDFD5zne+A4S1Dtra2qzoixvQ09cYN26c2T3E+lpbW1MxlI6ODnMli0EKkydP7pJNuugvgVcustms2Ttef/11IAiI6mqM+XzejhejjiuSWu1cPTPw8PAA+pgZxJU4k/Sqdt/1+OOPWwy+zrFo0aIuMw3dzD3XCtxVwEpPSqW7++U4dhEXLKP9rvL8f/nLXwKUZOG5HhJ1HRILUADKfffdV9KnYlNhzpw55kYU61qyZInZPVSDwF0L3ReNu6ampowRCI8++qi5jaVd42wGPWUEccyupygUCuYCl/u30jjz+byFb1caT7Vz7VNhoHr/r732WtkL5r6g0TTiOOiGjx492h4e0cUbbrihy5bsrqvQXUjXRw3htqW+vj61QcotylIJEo5uu/hosxW540aPHm3H/ec//wFgypQpZcZK0cdisVh2/t7GrrvuCoRblTjU1NRYObozzzwTCNrGy0Aqn7oStE4//XQr6qHeGJXKzj344INWMq1Sabuewq1I3VMoEvfpp5+2Ktgq2rJgwYIyRebEuTB8+HCgdw2Hgt8meHh4AH3MDOT6cVmByntJ+8ZlrbnQb6XdR48ebX9LgwwfPtwMjNKO+relpSXW4KJrRvMWqklfTkrTogbMjo4OWw9VDRYFbm5uNiPaRz/6USDehSmG5ZaWE9x5ahuyaNGiRGONQyVGILS3t3PDDTcAQdVqjUOpu2IIqggM8NOf/hQIn4m4oC9Fls6bN88KwWxM9IQR6NnTmqv12+jRoy2QTO/GOeecY25zXVNMYcmSJcYIfNkzDw+PjYY+ZQaSZmPGjLFY7LjQ0WheussktHfTPnT//fe341Q0VYYkCPssqPxZXV2daVS3qGrUhhHX36AvIAORXIzSJrW1tVbrIK4UeJz7MBom67aXj2ME1XaOqgQ310QFXe+44w4eeOABIDSQKox64MCBpvW1Bvfdd5+xkGuvvRYIulXp/GkhTb0xoeenoaGBgw8+GIArrrgCKC0Lr7X5yEc+AgRrpIA8NV51GYIbJt/b2CTCYOHChWVtzBQjsHbt2jJ6WywWLXpRbdmUotzQ0GALKgo1ePBgS3yJUtm2tjYz4LiVZFwjDYRCp7tuyb0N3WQJOxmM3njjDcs1cKmh1kW/cxuOukU0oPvIvEpRktXC9RKpapMrIBRHIcNtPp+3rVkcFda6xJ0/KfqyKe3atWut6W+0jmehULCt4oUXXggERnDlK0gxCBs7/dxvEzw8PIBNFGeQyWTKqLrisbPZbFmpJleSS2pK2mYyGXPDySU1ZswYK/kVrXOYzWbNEOdmKEYLRLj0syeULK1/WuNU9WC5nPbff/8yY2Y+ny9pQQel2j+JBnS3EhtrOxTV8K6Gi5Ygc8fcn6IF08Idu55tbQXE5qZNm8att94KhMbkMWPGWBRpX8MzAw8PD6CPi5tks9kiBNrSdYFByBra2trKAm9cd6Bcb8p/HzBggO07FdRy8cUX2/EyKrr7rzhjW7RQqctinICl1EU/0jADN85cdg1l+g0dOtQ0TE+jNrtDNcVNqs3p35ToD8VN+gpJ5uqZgYeHB7CJyp7lcjnTJG5xSAjcW1F7guuCOfbYY4HQ7TJ//vwyK3lnZ6dpf1nI4/omSPvX1tZaaK1ckG7wkVOFqddasrvjiGMNbik06NvuOr1R9sz1alSCGJnWpbW1daNnGOr8nZ2dfcoMxHS1JnFVt3qCaCi9iyT3tE+FQUNDQxFK25xHy525xsVofgGENHSXXXYBgvZsemG0yK2trWWxCnHUWudtbGy0bYQMlKLkhULBdc1V/ZIkfTk2NpK8aH1RA7E/oD9sE/oqtdpvEzw8PBKjT5mBh4dH/4VnBh4eHoAXBh4eHhvghYGHhwfghYGHh8cGeGHg4eEBeGHg4eGxAV4YeHh4AF4YeHh4bIAXBh4eHkDflz3rMtwxLgU2Lv24m/MDpTUNk0ZYVmpBljaxRfMcMGBAl2XT3NJfcYjLZUiSDl1pHjU1NXbNuGtXO0/3ukoMi0vCUo3F9vb2sqIzcVBij3v/lVwWzWlxx++eM3p8pFdG6twEN9EsOvaumu3oc+W9KC0dKCuqE3ce577Y33o+WlpaKq5lmnu6SbIWI58BlR+KSi9OpZvTHdLm4PckgcetqhS9ZtI1iB7f0dFhL6Eq5XQ3l7j6ETq/81AlmqfqU1QSvvl8Prb2YrQ+o5uU1lXvQAhrYLr9FfViSADW19ebUIomqm255Zb222oTlaK1L+KgehSrVq3q8r7GdY9yu3DFHa9zqcanW8czKvjc8/a7rMXeyPxSTfnFixfbZ+rUpIrLcaj04g8YMMC0z8bO5kvLWA488EAg6ByU9rfVZsRVM88oa3GvnUToxo01rv1d9Fxxc3OrH0cL3Y4YMcKenTTCoJLgc4WDtH9cn4U4IRK3bm47e3fO69atK7v2qFGjrNJ1dC1qamrcDGCftejh4ZEMmx0z6E0ktTGk3UufdtppRYBf//rXZd9VopguVY+Ox5XySVBTUxO7T06CpBqzqampCAEVFqTpKpVmi+t1ELdtUom7VatWccwxxwBhB6boOrnXhHKbS9y691Y9g0rPTk1NTUl/jt6CrtnU1GTr7/bH0DGar2cGHh4eibHJmUFfVXqpFu4eLu1eOs667HaJipuzCr2+/PLLQGVbh9thJ3pcR0dHxbWtpMF7UhBV55VGchuFuOuh7tLyMKgbcU1NjfWSVEeliy++2P5WVyJ1ytpiiy3smpW6c7lMIu393DCuIlRmWXEdxDOZjHVIUon+pNDYXeNzGnZYW1vrGlI9M/Dw8EiGTc4MNidUwwzSrG+czUCutGXLltl3EyZMAOCaa67h0UcfBeAHP/gBEGoft5u1ywKiDCMuLiHpPGtra4tQ2k3a7TEIwZ59p512AuC1114DYMiQITZO1bKUfWDMmDGMHTsWgG9+85u2LlGWI1/9Pffcw6WXXgrAE088UXJMd6jGm+AW543O2b2uPqurqytrF6c1z2QysTUxxQgOOuggIGykk8vlbA3ddY52DncbBqVxF/dp0FF/QyUarR6Hrj87LSoZI2tra8v8yblczlqVq6+iS61FN6dMmQLAtttua70k5W92C8sKrttKxiUd15P+itGW8hDOebvttgPg7LPP5pprrgHCrc9JJ53EvffeC4RBN6pKvXTpUuujqXG3trbauFX5V/ObMmWKCRKXTkdfWNeFV02z1ij9h7Azkj5ramqyDlH6rKWlpcTYB+F2ZsCAATYut5OX1m7atGlAKBRvvPFGO8fvf/97IBC2ei4kIF1jaZoms36b4OHhAWwiZvCHP/yBU089FSjXZEmDVATXhSZJumLFCvbYYw8gkKYQdnluaWlh4cKFdq248wHWFrwauBoqeg1pk+bmZjtOLKStrY3PfvazQCjdhwwZAgQaVmNTj4eamhrmz59vv43CdUtCsJ5RA1QctU2LAQMGGMOQNpem/9WvfsVRRx1VMqc777zTgnKkSV2WpE7LJ510EgCXX355WeTk7rvvDgTdixUwpq1JXMBPJAw59RxdY140elPP6ZIlS0zTuxpZ7GeLLbYA4Bvf+AYQsJWrrrqqZMytra2m9bWFUnfx/fbbj7/85S8A3HTTTQAccsghZS7FuLYDieaY+EgPD4//afSpATGXyxWhtONvXBy629wEgjDMqHtKQSUzZswwCSrDzLJly3jooYeAcG918803A8F+bYcddgDCPW97e7tJUF1bWqahoSF1+GpSQ6k0hu7Bueeea/vFO++8E8A0/8MPP2xrJffj3Xffzfnnnw9gGiZu3yz33dlnn82FF14YO89cLucGr6Sep64r459sHrlcjgcffBAI7hXAz372M+uYfcEFF5T8vr6+vixBbc2aNfa3jlPw0d57781Pf/pTIHBBQmX3Xz6fT907E2CnnXYqQmDMizbocXHccccBcNtttwEBo9hvv/0A2GabbQA4/vjjgSCYSvdI9pSxY8ey5557AhiDFaOYN2+e/f39738fCAzGYmFRu0ZTU5MZavudAdGl/bohUWrjRgPKINLY2GjHb7vttkC42Ntvv32JTxeCh/6FF14AQiu7aFhTU5M9gGrUmsvljL5LQMjIE+e7Tgp3C7P99tsD8LWvfQ2Ak08+2Wim/h07dqz50WUQ1DzctdMY6+vrOfHEEwH405/+BITrWFNTUxZL8KMf/cjOofXUulSjFNyt3V577QXAq6++CoTGspUrV9ocrr76agAuuugiTjnlFBune65cLmcvvtbe3ULouJdeegmAqVOncvjhhwNw7bXXAuFL1NWYq5mrLPruGKZOnQrAm2++CQQv9B133AGE96uhocF+q/koh2b06NG2BdAW95e//KXNV+fQlnrChAl8+MMfBuCII44AgnsqpaLzS1itXLnStplJ4LcJHh4eQD+NM4i6forFIiNHjgTCCDT52nO5nEWnPfbYY0DgexbkhvvXv/5ln+kc3/72t4Hk2r8n2wRp6WjDWQi3NxuuAcTXIxA+8pGPAHD99dcbtRd9lDZpamqyNFdpn2KxWJadGReDUM08xayUVfr6668DQZyEDIdiC8uWLTPmE90uDhkyxL6Lc+fpHJpTLpczTXvwwQcDsGDBAtsayY8v7fm+972PW2+9NdU83bnGGVlddquxyt23Zs0a0866HzJmjxo1ildeeQUI2UVra2tZerdw6KGHMmnSJCBkWYsXL7ZnJa6+QppoS88MPDw8gH4QdBTnRowavkaNGsWnP/1pIJCOELpWHnnkEa677jogPoDm9ttvB0KJvmrVKr7yla8AoTZyY7jjkCZwoytE8+qhfO7dBQBpHGeffbad8+GHHy75TudYtWqVacXJkyfbZ9q/R9veu2NMi2w2a3YMaUR1sa6pqbEgIu2nH3nkEWND0SpWy5cvL7Mjxc1dz0axWOTrX/96yfgLhUJZZJ/+L1ZQLVyblqA1bGhoMC3tujfF3tQyXfegtrbWGJXWoaOjw84nRqV6He9+97vtt1rfCRMm8MwzzwDllaGKxWJJB/Pu4JmBh4cH0A+YQaV8d2mbk08+2azmbjgvBFb0OFeSAnmi5cAWLlxYds3uNHKawI0oolrODRXVOCqVz3Kh/bjcpLvssgsLFiwAyufQ2dlpazBr1iwg0FbRTDghrtxYd3D3+zqfqu5obm+//bYFD0kzbr/99rbPj9pSWltbzT4kb1Imk+HYY48F4Jxzzimbp56Nxx9/3NZCz4fOK5fnnDlzzGVdLfR77cf1jK1bt84+k3s0n89bqLHulX4/a9assme9WCya23yrrbYCQvvYkCFDzOUsRvHss8+WVEKKImlJP+j7gqhAvBtLN6+zs9NejjFjxgCBT/WMM84AwpdLL0ZtbW3ZIgwaNIhf/OIXQPgAalHk8+0rRAWJDGBuhGOlG6YHZ/369ZYnofj8tWvXWjRbFJlMJtbFpmvpYXJ87pYXkRSu8NCDK/ovobdgwQJzI4pCX3/99V3GmWy77ba2Zoq52GOPPTjggANKxi888MADdn6tSz6fL3m5oNQ12FWR2iTIZrNmcHbdoRA8i3o+9Ty7NRB1vObX2dlZNs58Pm/PqNZ01KhRQLA1duIGSv6NQ+pEucRHenh4/E9jk7sW48pRSRtKi44cOdK0ymc+8xkgjNi66667TLqOGzcOCOLht956ayCU0J/73OcA+N3vfhc3rkQSNKkrKp/PW6Sl89uSf9Mik8nYnP75z38CAUtSenDUYObOyTVUSnNVKsWV1rU4ePDgktJn0Wvuv//+AMydOxcI7rnch6LT0pZHHnmkaUI3Ok8RjQ888AAA//nPf4Agmk/5DdLQra2tXbKthoYG18CWOoU5m80a29R13QrH2o6IIb3yyiv2vdZe24AtttjCtg4y/k2ePNl+q+f/6aefBgJm5TIcIbrliytT712LHh4eibHJmEGacmeZTMZy1sUgFMCxaNEi044yrCn3AMLgF8V7S5pXg97MTagmLFbzkrv0wQcfNLeaWz8/zfldg2KaGvsbflN2gaiBcujQoaal9957bwBmzpxpTED3U9pwu+22szBfxdw/8cQTxvA+8IEPACEzfOGFF8ryVjo7O8uYgbS57App5rlhXkUI9vEykkaf4UKhYOzEdd0qFF2h2qpPAGHJf433gAMOsAAy5ZuIbUyfPr2shkRcQRx3XE4Zuv7VNyFJHbkqzwuEVvNJkybZNRSB+OSTT/b4OtVsE6IPpZKqnn/++dTX/9CHPgTAlVdeic6vWoBJjGJuPUIhrrpwWmFQV1dX1rTEbeghQ6AExaJFi2zbJ2Ggceywww72grjeBBk8JRR0ztmzZ5c9T3FxBm4KdJqKwYLuqXstRRb+7Gc/A+BTn/qU3W+lbd966632GwkkzWHvvfdm3333BcJ7O378eHtWZRjV9qqmpqbM4OjWXYyiWCzaNmzt2rV+m+Dh4ZEMm9yA2BvVkWWElNuloaHBpLE0Shp/a1eohj7H9T/QeNKMKZPJWM7FbrvtBgRGUaVq96Q8W3Ss1aQwC1GXYV1dncUNyMg4cOBAy3JUerNYQ1tbm2kzJ3XcjG6qqqztwk033WRGONfv353LLc08u5qroDlPmzbNoix1n/P5fFkWosZWV1dn9RtPOOEEIFgHpa0r10LPdS6Xs9867KZsXjLAuzk33oDo4eGRGJs8ArE3sM8++wChmwqwoKPeYAQ9QVRDRQ1MSZHP58sKay5fvrzEINZTbAyW2NnZaZpbe+VBgwaZzUSGYBnN5syZY7YCN3tVdSxOO+00INx/X3311SXRflDah1NwIx17ElEK5QV2tI+fMWOGaWW3XkRcbwoI1lvMVQby5uZmq3khRqFzjR49usu+iu5nLiNIk2/imYGHhwfQD5hBb2ijuJ6Gym7bFIizg0gzJS1NHj3HwIEDzcX01FNPAUEseqVW9dGaBb3txZFWO+OMM/jxj39cMt5o5SgImcHq1avN2q+cA+2LFy5caJpNc2tsbLSSYSqEKrfj0UcfXVLSDkrdbYJrk6imVHpcjQHNQfaBdevWWQi97CRPPPFERXYqZqQsxxtuuIF///vfQOgh0vnfeOONiqxG89Lapy2Dv8mFQU8xduxYo5DCihUrKhYH2diIE3DRFzGfz5e51dzfRRNejjzySIu604P26quvdkkDXQoa1+Qk+kJU009AY1TtQff8bmJWtK7/xRdfzN133w2E5cskDIYOHWrxFBJ62WyWb33rWwAWUyLMmjXLknf+3//7f3ZtueNcISBUs3V0IypVnMRNO4agxqFeXMVKzJs3r2wrpzXaZZddLPZAa3jJJZfY/YqWreuqZV40viCuTFyiOSY+0sPD438amy0zkKQeOHCg0U/h6KOPrvq8MuRIi0H1RT+AslwAt+xZHH2PSnlp2Llz55r2cPMAKmm5Sh2P4oxaaTVmkl4NbpafPrvwwgutn4WOd/sHKABHEYtnnXWWrZs0vrYJjY2N1oZM13FZTlwrtGq2pm4uhyi9W/QUAveu8mNefPFFINDSYhLR6Mx33nnHvvvhD38IBNQ+Or44xhj3vXJAlLvS1fFdwTMDDw8PYDNmBsK0adNMU0riqjBqNXAZgVCNwUnjiXaMkobJ5XJlzMAtr6b9vlxV++67r+2vlb0Y17RTyOVytr92Q5+jrk13Dyp3XTXzFKLMoKWlpaxcd3t7O9/73veAsDjtZZddZr/Xeqs1++rVq61Pggp9fPe73wWC8GXZJN7//vcDgWZUDoqMaG6RGbcAbVKIBQwdOrTMBiDbQX19vdkAVJZ+/vz5di/FYLT2Bx54oBV50TFueHHU5uM+hzqHaywVI3AzgdMUctnkEYhVnAMIjWizZ882v7uSkvbbbz9Lee2N66WN2a+vry9C5QrHmUzG/NSi2x0dHfaZ5qcotAsvvLDEFw3Bwy86Gk0hzuVyZRFv0e8htPC7BWKSzrNQKBTd8bsQ/V29erU9nO6/srprTn/84x+BwAinOAEd/49//IPp06cDodVdEXuXXXZZSS1LCNYnWmHK/X81EYhuCnO0QIyuMXDgQL74xS8CcMstt9hYPv7xjwNY6zylK9fW1lrVbs3nrbfeKokj0TU3jNcdj30mYRv1wrhCur293Ucgenh4JMNmwQxc7SxtoZTkhx9+2PyxKlzy3HPPmUEqLSTtVQLMLSbRk9TeuIq/irrTZ+vXry/bksgPfd1111mastqwd3R0GN2Ou4+V3FCV4gHSztNNMRfjEFPpLrZB85Xx6+ijj+a1114DQtr74osvlqUpu5oxWlass7Ozy5wX16Vbbd+ESu+M7rO2XC0tLbZ90b1SObP29narbq22bO3t7YkMuXFbM62JSsT985//dA3Rnhl4eHgkQ79mBjL0tLS02D5LWlQNRE844YQyrTR48ODEFYfTIK3GjKs4HMcQNE+3XFfUnTl48GD7zSc+8QkAfv7zn1cch4rGurH6UaNlnHuzGgak/XraqLeusjrdMbn79OjzWltbm6jKtDs+ae1ly5althkUi0V7FsVI3UasYq66V/X19SXGPghtB+PGjbNqz9H27l0hjvFESwduueWWQGnRXZ+16OHhkRj9khlEA3+y2WyZppQUnDhxolnUN3aGYk9sBnElqSrt82UrkG3k/vvvL9Mwbmv7uLlHz5/NZsuOdxmBU0gz9TyjjCcuUMuNmZe3Qe5Racuf//znVutAlasgXI9o2Tq3elNc38guxg1UV88gju257EoBSJqXW1tDe3l1VT7hhBOMsVSqVOWyDdcuAsE9kw1C/RqrrV7VL4VBJcRFCPZgPEDyKK2kwsCllNGXpDs3kRBH3+VPdyPYukrIqZTA5P7rHldtcRPXqKaXQa7Kuro6c4UmXe/oca5RVeN1qXGaRKxqXMUAuVyurOK1Yh7mzZtXMt5K13aPc8fi9mCoVLlarme32WrU6NyFYvDbBA8Pj2ToU2bg4eHRf+GZgYeHB+CFgYeHxwZ4YeDh4QF4YeDh4bEBXhh4eHgAXhh4eHhsgBcGHh4egBcGHh4eG+CFgYeHB9DHNRCrzU1wE2wU4580Dlz/KiFk/fr19tl73/teAB566KFESU7VJCpFY/Xd1uC6pv7N5XIWZ67kGyXoLFu2rGwuLS0tZY1lFdfu1vdXgsxdd93VZRMOtwxbkvbd0XlWOCZ1NWKldFcqG6cErqeeesrW7H3vex8A9913X8XzK6+htbW1VxqvdnE8UF2ToO7ySwBrWnPWWWdZibxKpf7+ZxKVampqKj7EaebQ3fGVbmI1wkAPnm5wXL6/jqmpqSnrrquXu6GhwX6rz9y5qPBlpJZhyflbW1vtb+X0q87epEmTLEuwmoSszQWR2ghVCYPe6BzeU8Ql7KkW4ooVK8qO36yEgbvAcVlr0Xr/cUVCujpf9HP91i2GEc18i5PO1QiD6Hnc68Rl27mFMqD0Ra6E0aNHA1i1XfehHzVqFBC8+JqzWzxU40ubzTd27NgiBC3RonDnnUTTufdLx+s+tba22lqJ7agDU/RaEGT2RStHu4ysJ2XPomONorvnsieotucD+KxFDw+PFOhTZlCJVqqxZpyWgfLSTnGaxC344GoVKC0NLq2hcWy11Vamadw8cSjdoiTVJI2NjUUIClZEtYhqEqxatSqRxuwOn/vc54Cw+ay2C83NzVb0QiXkXe0vuJ2PtFa9WRI+Dq4NSNB9nTBhgtUHcBmC2FO0LsTOO+9sxW10zLHHHss//vGPkvO61+7pNqESNlaT2zTXdDs3ObURPDPw8PBIhn5jMxBcTeyWxY4WCnVZQFT7umxhxx13BELGsXbt2jKt1N7enmgvVo3NQIYeaahKXZDcMt4x5zR2JGk/cuRIPvWpTwHwta99DQj30hdccAEf/vCHgbA78cqVKxPtZXtS3q2b43V+8xioaKs8AXfffTdf+tKXgKDUG8ADDzxg4xbb0b/PPPNM1Vp4YzCD6LOYy+ViG9V0dfzGgmcGHh4eidFvmEHa+nju/6N15DKZjFmdjz/+eACuvfZa+420s7RTLpczt500ULV15ADy+XxR54raBdzxR2Mn4mIP3G7T2tNPmjQJCNqODR8+vOTaYgbLli3j3nvvBQJf9Ibxm3aqVNp8YzEDYfLkyfznP/8B4O233wZCBtXR0WHFQfXd5MmTzRX6rW99C4Cf/OQnQDBfFQJNi57WQHS+s7ELus/5fL5bT1BXUAyJ6wFKY59Jax/pN41X47r+uC9LtOijG4CjRqTyuba0tPCud70LCJuw6oZ0dnaaEFBHo7Vr19pLosXriYuo0vZGcOMG3K2EbrbbiBOgqanJuu68/PLLNqfo+WVA7OzstLGr/9/06dNLGqJGoaCj3oB6C0ybNo2//OUvQLglGDp0KJdccknJeLX+hULBBJp6CmSzWfbYYw8AjjrqKCDsKvWnP/2p18ZcCZWMvHGuYR3vCoK4RqqVzqu+GOq3+ZOf/MQ+07pFe2xCaaBbtOltJfhtgoeHB7AJtwnSQtJQcRLSpf2SuKK3H/jABwA488wz7RwKrvnXv/5lXX7VGlvGqM7OTjvHPvvsAwT9GqO02e04lMY9A1BTU2MlxKNBMlrvQYMGWUfhuDlLg8v4d9ppp9nYdtllFyAIo9bYnnjiCSBkAbW1tbZmp5xyChBsKzs8b2oAABCaSURBVPSZtIc7hrRhunGl0uO0n75T+PcvfvELuz/z588HwmCpxx57zNqz6xwdHR1mABa7kCv1y1/+ctXds6oxIObzeVunqEEwk8mUhVK7XZbEdDWH8ePH89BDDwGlDFTaPNqNuqOjw9isWHDcexPHar0B0cPDIzE2ic2gUCiUBfe4BkRpLWnCgQMHWsLO97//fQB22GEHIHAxufYA/XvjjTcCWJdbSUu3k9Grr74KBIFAUUag4+vr663vfVLEhcVGw6hdG4JY0rp160yzqF/eQQcdZGsmRiDMmTOH7373uyXnk7Fw2LBh1mtPhrh8Pm/jECOQ1hk7diwLFixINU/BZZfRIK+Ojg5uueUWAE488UQgiJ3X/X/88ccB+MY3vgEEe+AoW91yyy3NrqLvokwrKQYOHJj6fkJoC2hra2O77bYDwg7drp1Az5FrN5I2F/v8+te/DgTPsDpO67lub29n8uTJJed1IVtBpTno+XO7TSXBJhEGbW1tZTfR/b9eINciq4fnpZdeAkLjX2trawn1hmBrIAoXpVwQehGU7fX888+X+ar1/2oeHI2ntbXVrP3KKBN1cxNMZD3PZDI2brVf1/Fjx441QaIWY5deeqndeLX91rbEpazK8HvttddMQLgPNwSCUcdXg6g3yKWv8ujIC/Lss89y+umnA+E6x8UK6OX55je/WWIYBcwAmdbAW839dK8LoRC49NJLATj77LOBrmNk/vvf/wKw2267lZzz9ddfZ9q0aUD4PJ966qmmCKJYsWJFydZJiBot44yXSeC3CR4eHsAmYgZuZqL7GZQao+RbXrVqFbvuumvJZzfffLP9VpRReeytra3GJKLazm1trhj4tra2Ms3UE8OqqHc+nzcNH9cENWr8cY8Ry5k4cSIQaHz505WPsHbtWjOaimZKm3Z2dlp04l//+lf7THBbn0NAKSs1/+wOUaNV3NbhqaeeAsImq91BcznwwAPLchJkhFu1alWq3I5KUZ6VEBdLoC2ZxuSyFPezaBr7nXfeCQRsT8/H9OnTgYAxPvjggwC2hVDezplnnlnSZl3oav4NDQ2xUY9dwTMDDw8PoB8EHUlzuzH7ClhRkYbdd9+dww47DIC//e1vAJaptnr1ajMmSlssXbq0rEiIm7UYNV5OmjTJIuJ6A+61pUk0J2nfruLpxZgUaOLm7cvuoT3rBRdcYNpz7NixQKiFb7zxRjPcuZoj6voTKuVMJIHmLGOozldbW2ufuXOpBBmLjznmGCBwwYndiCHKhtBVW/u4LtNdHZ8E7v3Ss3T00UcDIUt1DcZuARoxhvHjxwMhQxo/frzZtFRkJpPJ8PzzzwNY5qWMvddee23F8UfvbRpWAJ4ZeHh4bEC/yU1woT2W9kr77LMPL7zwAhBqVmn3JUuWGCOQBK6vrzfGIWu+9lpNTU1m3ZXLbf369RVrKzph0YmCVAYMGFCEQDLHlaeqBO29v/e97wGhpXr58uXGDF555RUg0JLSoloXBbF85StfsXlWusdiFG4dic7OztS5CdLUcYFUaes2iEVJs+2www785je/KTnm4x//OBCwpTgLexL0NGtx3LhxQOj5cT0VmrObm6Bn8Y477gCCjMu5c+cClARa6RmQpo+6p6tBv81NiIvZd8t8aREUd11TU8PHPvYxAH7wgx8A4cPf2Nhoi6cXfsKECXajJkyYAITU6eabbzZBEpf0ES2k2tnZmfohcym3HhCdz40piIPcgNomuDECStsVffzQhz5k9FLCUhGXK1euTPTwyEgF8X7tJMhkMiYEouvnFtioBNdAFzVkLliwwISeXKcyQk6fPt2EXl9gwIABdn+jcRmu8VvPd3t7u20nlEOjLVVdXR133303ULpt03rFxeKkFQhp7qnfJnh4eACbiBlEioyWfDds2DD7TFrgsMMOMyomenjTTTcBQXSaAnp23nlnAPbdd1+L0RdN/+pXvwoEmlYSt1LatJtCnLYsmc4bFwFWyaiTyWTseNF3ja2urs5YgrL5MplMGYsS7UwacCJWNWDAgNgMuEqIW79o4dq44jMuFGAjbTt27FjLytTYPvzhD5s2FUPYe++97bvf/va3QGk+SW9V045i7dq1ZanFQrFYNNe3jKUNDQ0WZSnDoe7Ryy+/bM+uu0bRPA9tmyF+GxZFtenTnhl4eHgA/cC1KGjPuHLlStvvH3jggUBg3DrjjDMAbH+o/8+YMYNHH30UCPfnRx11lBkV5Z6UMXLChAk8+eSTQBjU0t7ebtJU+zpp4dra2tQa0+154GpI9zsXrj1Be0jlZ0grrFq1yoyQ0nqFQsEMd3K5KeT1ySefTBTo5BYajQaCJZ1nJbjXc88vY5rKnV155ZVAafFTFXJdvny5la/TOqoxzD333GOh2LfddpvNpStks9kehV3vtdde1l8iDnrelEcyd+5cLr74YhsrhCXbfvvb31poubuWsitpvWbMmAEE7Fa5Ni7iyv5BwA7T2Az6jTDQDVq3bp298HrQjz/+eHtxFXGnB+aYY46x9Ndbb70VCLYG2grIQKZKR6+88optHUTZx40bZ/RLVnUtYnNzc+qXRC+yawiTsNPL3dLSYtfQv+edd55dS+cQFXUrCsto2NDQYL/VnGTUius/0UX1JluL3ixuovvpztOlu4rCU4SlGxGpMalATV1dna2Dm3AGQYr3EUccUXLtQqFgAl/xKXqmOjo6UldzhvAeiepD+BIqz+Lyyy+38UmQ5XI58whJYCu/ZuXKlWXG1draWjuv5qxall3lVVQSylKCSeC3CR4eHkA/YgbSomPGjDGtKCq4cuVKM4RIgyty68Ybb7QIMMXu33rrrVYtWIa43Xff3Y4RI5Axau7cuSUtzqDUZ53W4ORmIUapm1tuTNrzQx/6EBBQZhmgpMlkRLrvvvu46667gDDD7Uc/+pGxBUVkun0lKhk+42Lt02rMSj0R9dkJJ5xgkZCnnXaazVO0P1qp2u3t4N6LaOq3jtlxxx254YYbAPjkJz8JBOxPLlppRnctqqmmXIlVXX755UDAHrRF0TMwdepUG8sVV1xhx0XHofmNGTPGnmMxY61VTU2N1bVMatROk5bumYGHhwfQj5iBNPObb75pxr9f/vKXQCARFbhx1VVXAaHGfOmll8yNI001d+5cM7ZJUy5atAgoLVYid2Umk4l1E1WLOFdaXK8GsQQZDU8++eQy15HYwA9+8AMrEfaHP/wBKNVEKg4iA1ZXdg59Lq3k5hKknXMlJqHrTJgwwc6rmPthw4bZXt7NYYDAdqF1EXPr7Ows61Xp5u5H+1EeccQRZpPoSbeqaqDxiZHOnDkztrSZoHVymWu0nsfTTz8NBMVh9KwkhVh2Enhm4OHhAWwiZuAWGY1a9iHUbgrWaGxsNC0uKSm0tbWZRpDGX716tTGHZ555Bggtsj/+8Y9N8rox7dE9tBsCmjZM13UVal66lquxZfeQKzWTydjYpHXFFBYvXmwaU+Wy/+///s/GpnyF7nr9RbV/VAtVA7fCTxTnnXeeZZoecsghdryuJzane/7kk0+aR0cBZtls1jwoylsQoykWi1xzzTVA6DH64Ac/aJmseg5cRFlaT+GGrmt8Cibqzj6h+zF79uyS/0P4DOgccr+mQVxJ/K7Qp8Ig7kGNJvAMHjy4LP34rbfeKjOERN1y7vGzZ8+2RVC9fUUsLl68uMyoFxeV5jZ6TWtwkqvrjjvuKGsvrrm5ORhTp04Fgi2P+jyINstgNHz4cHs4NKeOjg57mfXwS/h1dHTEvuASQIqdcI1Z1VLqOEGg9WxsbDRhp5f11FNPLUu+0TiGDx9u7mMJ0JNPPtmE3X777QfAlClTgECQfuc73wHgM5/5jJ1D20JV0VafBc01LaKp2VCeMpzL5VKnDeu50LvR3Nxsn2mbpHu2aNGisvfFvcdxhsk08NsEDw8PoI+ZQRKJ5QZWRLO2XEgiRmrDA4GmFTOQi0eBSdtuu61l+EWNUVBeKLQa3H777fZ31LjlBt4oy1JdgSZOnGhdk3ScmpBOnz7dxil3WU1NjRkVpZFcTRG3bqLbyvuotkBoUrS0tBiT0ZzOPfdcKzkno6I0/1e/+lUrZKIMzFtuucWeHRmLVcx24sSJ1ltCrdc++clP2noou1HVsqtFXPEX3dNo4ZquEJfKHX0G3WrfOq8QZ7Ct9G64xXWSwDMDDw8PoB/UMxBcI4z+Vgy3jDHR46LQd4sXLzZN09TUBITx3Z2dnSW96KLQeRU6+txzz6Vyz0ThdhZyx+i2gdd+/8UXX7Q+CNJo6kK0//77W2m2k08+GQgkv5iRjG5JA4fECBRDP2fOHFurtKhkQHSZiop+3nLLLdbNSsFVbst6fRen9fQsqADs2LFjOfLII4GwXPyhhx5q4cDKfXChYJ5qEGdfigs7l2F07dq1ZXkpbgk+4cwzzwQCo7lYrPIWXIO3cmdkE3HHE+35EdejtBI2eQqzoAVyBYU74TS4//77+d3vfgfA1VdfDWDtvF566aWySru1tbX2MGpBXYNTWqOQ4DYt0XlldHJr47kJOTK2yVAkOj1w4EAr8KIHrb293bYJSSoq5XK5ssaroukQWvTTIk4QqEfC7Nmz7d5qy5PJZGLjBZJA90mVgU4//XQ++tGPlnw3c+bMiudIkgbcFeIElEv/dZ9dAaG5ufcNAmO5Xm61x1uzZo0Vr5Ei0LxyuZy9E+54onEt7v1IYxT22wQPDw+gH9VAdKWb69aD+E41lQwnW221lWkORX/JZffmm28aNXUpe7RcV1zV5t6oDehqETeFWp9FjUzSsDvssINtfXbaaScgiFkX8xFDSKoJZEDUluOKK65wa/2nnmclRO9nF+cCkkd+ulRYBlXF9Lv5DYLr1ta6Nzc396gGYlpoDBrbSSedZHk1bgSiMm0rbYnjXJ2CnnW5Xzdc0zde9fDwSIZNwgzcPWPcflP7ardicZJx6ncf+chH+MIXvgCEhUUlSVetWmX7urRBNkmr6Waz2SIEriG5h1TZuBIDin4fhdxpyn677LLLLEozadHRaCFaZ249YgYak+wCGxsa//jx440xpf1tUqa34TfdPoDdlVTTdRVUddxxx5lhW1mnRx99tAXIxf2+EluoBM8MPDw8EqPf2AySIuqmKRaLZX3+CoWCucm0p4p2unHPkbRIZlJm4DKg0aNHA6HHIC581K1+FA3PlVtzzZo1ts93reGVxh21P1Qq7uqOqxrbSJTRJO2VIC+P3GldMSZB7dBlI8lms7EutSSBQD3tm+B8Z2OPPosQMlbZBRRav2TJErun8gK5rkD3vrn/d9HdPXXek27n2qfCQPS5J9estDDuTan0cFai4pUSfdIKg6Tjjmt5Fnd8dNyDBg0yt2fcdiv6QtTW1ppLUZWkFZ+wZs0aN7a96nmmNQQK3RkZqz1vJaQRBnHPbtx9S/NsxSmhbDZbljuTYGwAVhH8pz/9adkxfpvg4eGRGH3KDDw8PPovPDPw8PAAvDDw8PDYAC8MPDw8AC8MPDw8NsALAw8PD8ALAw8Pjw3wwsDDwwPwwsDDw2MDvDDw8PAAvDDw8PDYAC8MPDw8AC8MPDw8NsALAw8PD8ALAw8Pjw3wwsDDwwPwwsDDw2MDvDDw8PAAvDDw8PDYAC8MPDw8AC8MPDw8NsALAw8PD8ALAw8Pjw3wwsDDwwOA/w8yfHg2K05VRQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set hyperparameters\n",
    "iterations = 20000\n",
    "batch_size = 128\n",
    "sample_interval = 1000\n",
    "\n",
    "# Train the GAN for the specified number of iterations\n",
    "train(iterations, batch_size, sample_interval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xb1e0606d8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "losses = np.array(losses)\n",
    "\n",
    "# Plot training losses for Discriminator and Generator\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(iteration_checkpoints, losses.T[0], label=\"Discriminator loss\")\n",
    "plt.plot(iteration_checkpoints, losses.T[1], label=\"Generator loss\")\n",
    "\n",
    "plt.xticks(iteration_checkpoints, rotation=90)\n",
    "\n",
    "plt.title(\"Training Loss\")\n",
    "plt.xlabel(\"Iteration\")\n",
    "plt.ylabel(\"Loss\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xb1e3cee10>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracies = np.array(accuracies)\n",
    "\n",
    "# Plot Discriminator accuracy\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(iteration_checkpoints, accuracies, label=\"Discriminator accuracy\")\n",
    "\n",
    "plt.xticks(iteration_checkpoints, rotation=90)\n",
    "plt.yticks(range(0, 100, 5))\n",
    "\n",
    "plt.title(\"Discriminator Accuracy\")\n",
    "plt.xlabel(\"Iteration\")\n",
    "plt.ylabel(\"Accuracy (%)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
